# If need to close all connections
lapply( dbListConnections( dbDriver( drv = "MySQL")), dbDisconnect)

This is a first pass exploration of different aspects of beer.


Workflow Overview

Short Aside

The question of what should be a predictor variable for style is a bit murky here. What should be fair game for predicting style and what shouldn’t? Characteristics of a beer that are defined by its style would seem to be “cheating” in a way.

This document compiled by querying the beer database I built, specifically by sourcing the file read_from_db.R. This is done for expediency’s sake, (the code below detailing how to get the beer, run in full in run_it.R, takes some time to execute).

Get and Prepare Data

Getting beer, the age-old dilemma

base_url <- "http://api.brewerydb.com/v2"
key_preface <- "/?key="

paginated_request <- function(ep, addition) {    
  full_request <- NULL
  first_page <- fromJSON(paste0(base_url, "/", ep, "/", key_preface, key
                                , "&p=1"))
  number_of_pages <- ifelse(!(is.null(first_page$numberOfPages)), 
                            first_page$numberOfPages, 1)      

    for (page in 1:number_of_pages) {                               
    this_request <- fromJSON(paste0(base_url, "/", ep, "/", key_preface, key
                                    , "&p=", page, addition),
                             flatten = TRUE) 
    this_req_unnested <- unnest_it(this_request)    #  <- request unnested here
    print(this_req_unnested$currentPage)
    full_request <- bind_rows(full_request, this_req_unnested[["data"]])
  }
  full_request
} 

all_beer_raw <- paginated_request("beers", "&withIngredients=Y")
unnest_it <- function(df) {
  unnested <- df
  for(col in seq_along(df[["data"]])) {
    if(! is.null(ncol(df[["data"]][[col]]))) {
      if(! is.null(df[["data"]][[col]][["name"]])) {
        unnested[["data"]][[col]] <- df[["data"]][[col]][["name"]]
      } else {
        unnested[["data"]][[col]] <- df[["data"]][[col]][[1]]
      }
    }
  }
  unnested
}

Collapse Styles

collapse_styles <- function(df) {
  keywords <- c("Lager", "Pale Ale", "India Pale Ale", "Double India Pale Ale", "India Pale Lager", "Hefeweizen", "Barrel-Aged","Wheat", "Pilsner", "Pilsener", "Amber", "Golden", "Blonde", "Brown", "Black", "Stout", "Porter", "Red", "Sour", "Kölsch", "Tripel", "Bitter", "Saison", "Strong Ale", "Barley Wine", "Dubbel", "Altbier")
  
  for (beer in 1:nrow(df)) {
    if (grepl(paste(keywords, collapse="|"), df$style[beer])) {    
      for (keyword in keywords) {         
        if(grepl(keyword, df$style[beer]) == TRUE) {
          df$style_collapsed[beer] <- keyword    
        }                         
      } 
    } else {
      df$style_collapsed[beer] <- as.character(df$style[beer])       
    }
    print(df$style_collapsed[beer])
  }
  return(df)
}
collapse_further <- function(df) {
  df[["style_collapsed"]] <- df[["style_collapsed"]] %>%
    fct_collapse(
      "Wheat" = c("Hefeweizen", "Wheat"),
      "Pilsener" = c("Pilsner", "American-Style Pilsener") # pilsener == pilsner == pils
    )
  return(df)
}

Split out Ingredients

split_ingredients <- function(df, ingredients_to_split) {
  
  ncol_df <- ncol(df)
  
  for (ingredient in ingredients_to_split) {

    ingredient_split <- str_split(df[[ingredient]], ", ")    
    num_new_cols <- max(lengths(ingredient_split))    
  
    for (num in 1:num_new_cols) {
      
      this_col <- ncol_df + 1         
      
      df[, this_col] <- NA
      names(df)[this_col] <- paste0(ingredient, "_", num)
      ncol_df <- ncol(df)             
      for (row in seq_along(ingredient_split)) {          
        if (!is.null(ingredient_split[[row]][num])) {        
          df[row, this_col] <- ingredient_split[[row]][num]
        }
      }
      df[[names(df)[this_col]]] <- factor(df[[names(df)[this_col]]])
    }
    
    ncol_df <- ncol(df)
  }
  return(df)
}

Find the Most Popualar Styles

library(forcats)

# Pare down to only cases where style is not NA
beer_dat <- beer_necessities

beer_dat_pared <- beer_dat[complete.cases(beer_dat$style), ]

# Arrange beer dat by style popularity
style_popularity <- beer_dat_pared %>% 
  group_by(style) %>% 
  count() %>% 
  arrange(desc(n))
style_popularity

# Add a column that scales popularity
style_popularity <- bind_cols(style_popularity, 
                               n_scaled = as.vector(scale(style_popularity$n)))

# Find styles that are above a z-score of 0
popular_styles <- style_popularity %>% 
  filter(n_scaled > 0)

# Pare dat down to only beers that fall into those styles
popular_beer_dat <- beer_dat_pared %>% 
  filter(
    style %in% popular_styles$style
  ) %>% 
  droplevels() %>% 
  as_tibble() 
nrow(popular_beer_dat)

# Find the centers (mean abv, ibu, srm) of the most popular styles
style_centers <- popular_beer_dat %>% 
  group_by(style_collapsed) %>% 
  add_count() %>% 
  summarise(
    mean_abv = mean(abv, na.rm = TRUE),
    mean_ibu = mean(ibu, na.rm = TRUE), 
    mean_srm = mean(srm, na.rm = TRUE),
    n = median(n, na.rm = TRUE)          # Median here only for summarise. Should be just the same as n
  ) %>% 
  arrange(desc(n)) %>% 
  drop_na() %>% 
  droplevels()

# Give some nicer names
style_centers_rename <- style_centers %>% 
  rename(
    `Collapsed Style` = style_collapsed,
    `Mean ABV` = mean_abv,
    `Mean IBU` = mean_ibu,
    `Mean SRM` = mean_srm,
    `Numer of Beers` = n
  )

Take a look at the table

Collapsed Style Mean ABV Mean IBU Mean SRM Numer of Beers
India Pale Ale 6.578468 66.04268 9.989313 6524
Pale Ale 5.695480 40.86930 8.890306 4280
Stout 7.991841 43.89729 36.300000 4238
Wheat 5.158040 17.47168 5.861842 3349
Double India Pale Ale 8.930599 93.48142 11.006873 2525
Red 5.742565 33.81127 16.178862 2521
Lager 5.453718 30.64361 8.457447 2230
Saison 6.400189 27.25114 7.053476 2167
Blonde 5.595298 22.39432 5.625000 2044
Porter 6.182049 33.25369 32.197605 1973
Brown 6.159212 32.21577 23.592000 1462
Pilsener 5.227593 33.51346 4.413462 1268
Specialty Beer 6.446402 33.77676 15.520548 1044
Bitter 5.322364 38.28175 12.460526 939
Fruit Beer 5.195222 19.24049 8.666667 905
Herb and Spice Beer 6.621446 27.77342 18.166667 872
Sour 6.224316 18.88869 10.040816 797
Strong Ale 8.826425 36.74233 22.547945 767
Tripel 9.029775 32.51500 7.680556 734
Black 6.958714 65.50831 31.080000 622
Barley Wine 10.781600 74.04843 19.561404 605
Kölsch 4.982216 23.37183 4.371795 593
Barrel-Aged 9.002506 39.15789 18.133333 540
Other Belgian-Style Ales 7.516318 37.55812 17.549020 506
Pumpkin Beer 6.712839 23.48359 17.918033 458
Dubbel 7.509088 25.05128 22.940000 399
Scotch Ale 7.620233 26.36909 24.222222 393
German-Style Doppelbock 8.045762 28.88692 25.696970 376
Fruit Cider 6.205786 25.60000 12.000000 370
German-Style Märzen 5.746102 25.63796 14.322581 370

Now that the munging is done, onto the main question: do natural clusters in beer align with style boundaries?


Ingredients

To get more granular with ingredients, we can split out each individual ingredient into its own column. If a beer or style contains that ingredient, its row gets a 1 in that ingredient column and a 0 otherwise.

From this, we can find the total number of hops and malts per grouper.

pick_ingredient_get_beer <- function (ingredient_want, df, grouper) {
  
  # ----------------------- Setup --------------------------- #
  # We've already split ingredient number names out from the concatenated string into columns like `malt_name_1`,
  # `malt_name_2`, etc. We need to find the range of these columns; there will be a different number of malt
  # columns than hops columns, for instance. The first one will be `<ingredient>_name_1` and from this we can find
  # the index of this column in our dataframe. We get the name of last one with the `get_last_ing_name_col()`
  # function. Then we save a vector of all the ingredient column names in `ingredient_colnames`. It will stay
  # constant even if the indices change when we select out certain columns. 
  
  # First ingredient
  first_ingredient_name <- paste(ingredient_want, "_name_1", sep="")
  first_ingredient_index <- which(colnames(df)==first_ingredient_name)
  
  # Get the last ingredient
  get_last_ing_name_col <- function(df) {
    for (col in names(df)) {
      if (grepl(paste(ingredient_want, "_name_", sep = ""), col) == TRUE) {
        name_last_ing_col <- col
      }
    }
    return(name_last_ing_col)
  }
  
  # Last ingredient
  last_ingredient_name <- get_last_ing_name_col(df)
  last_ingredient_index <- which(colnames(df)==last_ingredient_name)
  
  # Vector of all the ingredient column names
  ingredient_colnames <- names(df)[first_ingredient_index:last_ingredient_index]
  
  # Non-ingredient column names we want to keep
  to_keep_col_names <- c("cluster_assignment", "name", "abv", "ibu", "srm", "style", "style_collapsed")
  
  # -------------------------------------------------------------------------------# 
  
  # Inside `gather_ingredients()` we take out superflous column names that are not in `to_keep_col_names` or one 
  # of the ingredient columns, find what the new ingredient column indices are, since they'll have changed after 
  # we pared down and then gather all of the ingredient columns (e.g., `hops_name_1`) into one long column, 
  # `ing_keys` and all the actual ingredient names (e.g., Cascade) into `ing_names`.
  
  # ----------------------------- Gather columns --------------------------------- #
  gather_ingredients <- function(df, cols_to_gather) {
    to_keep_indices <- which(colnames(df) %in% to_keep_col_names)
    
    selected_df <- df[, c(to_keep_indices, first_ingredient_index:last_ingredient_index)]
    
    new_ing_indices <- which(colnames(selected_df) %in% cols_to_gather)    # indices will have changed since we pared down 
    
    df_gathered <- selected_df %>%
      gather_(
        key_col = "ing_keys",
        value_col = "ing_names",
        gather_cols = colnames(selected_df)[new_ing_indices]
      ) %>%
      mutate(
        count = 1
      )
    df_gathered
  }
  beer_gathered <- gather_ingredients(df, ingredient_colnames)  # ingredient colnames defined above function
  # ------------------------------------------------------------------------------- # 
  
  # Next we get a vector of all ingredient levels and take out the one that's an empty string and 
  # use this vector of ingredient levels in `select_spread_cols()` below

  # Get a vector of all ingredient levels
  beer_gathered$ing_names <- factor(beer_gathered$ing_names)
  ingredient_levels <- levels(beer_gathered$ing_names) 
  
  # Take out the level that's just an empty string
  to_keep_levels <- !(c(1:length(ingredient_levels)) %in% which(ingredient_levels == ""))
  ingredient_levels <- ingredient_levels[to_keep_levels]
  
  beer_gathered$ing_names <- as.character(beer_gathered$ing_names)
  
  # ----------------------------------------------------------------------------- # 
  
  # Then we spread the ingredient names: we take what was previously the `value` in our gathered dataframe, the
  # actual ingredient names (Cascade, Centennial) and make that our `key`; it'll form the new column names. The
  # new `value` is `value` is count; it'll populate the row cells. If a given row has a certain ingredient, it
  # gets a 1 in the corresponding cell, an NA otherwise. 
  # We add a unique idenfitier for each row with `row`, which we'll drop later (see [Hadley's SO
  # comment](https://stackoverflow.com/questions/25960394/unexpected-behavior-with-tidyr)).

  
  # ------------------------------- Spread columns -------------------------------- #
  spread_ingredients <- function(df) {
    df_spread <- df %>% 
      mutate(
        row = 1:nrow(df)        # Add a unique idenfitier for each row which we'll need in order to spread; we'll drop this later
      ) %>%                                 
      spread(
        key = ing_names,
        value = count
      ) 
    return(df_spread)
  }
  beer_spread <- spread_ingredients(beer_gathered)
  # ------------------------------------------------------------------------------- # 

  
  # ------------------------- Select only certain columns ------------------------- #
  select_spread_cols <- function(df) {
    to_keep_col_indices <- which(colnames(df) %in% to_keep_col_names)
    to_keep_ingredient_indices <- which(colnames(df) %in% ingredient_levels)
    
    to_keep_inds_all <- c(to_keep_col_indices, to_keep_ingredient_indices)
    
    new_df <- df %>% 
      select_(
        .dots = to_keep_inds_all
      )
    return(new_df)
  }
  beer_spread_selected <- select_spread_cols(beer_spread)
  # ------------------------------------------------------------------------------- # 

  # Take out all rows that have no ingredients specified at all
  inds_to_remove <- apply(beer_spread_selected[, first_ingredient_index:last_ingredient_index], 
                          1, function(x) all(is.na(x)))
  beer_spread_no_na <- beer_spread_selected[ !inds_to_remove, ]
  
  
  # ----------------- Group ingredients by the grouper specified ------------------- #
  # Then we do the final step and group by the groupers.
  
  get_ingredients_per_grouper <- function(df, grouper = grouper) {
    df_grouped <- df %>%
      ungroup() %>% 
      group_by_(grouper)
    
    not_for_summing <- which(colnames(df_grouped) %in% to_keep_col_names)
    max_not_for_summing <- max(not_for_summing)
    
    per_grouper <- df_grouped %>% 
      select(-c(abv, ibu, srm)) %>%    # taking out temporarily
      summarise_if(
        is.numeric,              
        sum, na.rm = TRUE
        # -c(abv, ibu, srm)
      ) %>%
      mutate(
        total = rowSums(.[(max_not_for_summing + 1):ncol(.)], na.rm = TRUE)    
      )
    
    # Send total to the second position
    per_grouper <- per_grouper %>% 
      select(
        name, total, everything()
      )
    
    # Replace total column with more descriptive name: total_<ingredient>
    names(per_grouper)[which(names(per_grouper) == "total")] <- paste0("total_", ingredient_want)
    
    return(per_grouper)
  }
  # ------------------------------------------------------------------------------- # 
  
  ingredients_per_grouper <- get_ingredients_per_grouper(beer_spread_selected, grouper)
  return(ingredients_per_grouper)
}
# Run the entire function with ingredient_want set to hops, grouping by name
ingredients_per_beer_hops <- pick_ingredient_get_beer(ingredient_want = "hops", 
                                                      beer_necessities, 
                                                      grouper = c("name", "style_collapsed"))

# Same for malt
ingredients_per_beer_malt <- pick_ingredient_get_beer(ingredient_want = "malt", 
                                                      beer_necessities, 
                                                      grouper = c("name", "style_collapsed"))

# Join those on our original dataframe by name
beer_ingredients_join_first_ingredient <- left_join(beer_necessities, ingredients_per_beer_hops,
                                                    by = "name")
beer_ingredients_join <- left_join(beer_ingredients_join_first_ingredient, ingredients_per_beer_malt,
                                   by = "name")


# Take out some unnecessary columns
unnecessary_cols <- c("styleId", "abv_scaled", "ibu_scaled", "srm_scaled", 
                      "hops_id", "malt_id", "glasswareId", "style.categoryId")
beer_ingredients_join <- beer_ingredients_join[, (! names(beer_ingredients_join) %in% unnecessary_cols)]


# If we also want to take out any of the malt_name_1, malt_name_2, etc. columns we can do this with a grep
more_unnecessary <- c("hops_name_|malt_name_")
beer_ingredients_join <- 
  beer_ingredients_join[, (! grepl(more_unnecessary, names(beer_ingredients_join)) == TRUE)]

# Reorder columns a bit
beer_ingredients_join_all <- beer_ingredients_join %>% 
  select(
    id, name, total_hops, total_malt, everything(), -description
  )

# Keep only beers that fall into a style_collapsed bucket
beer_ingredients_join <- beer_ingredients_join_all %>% 
  filter(
    style_collapsed %in% levels(beer_necessities$style_collapsed)
  ) %>% 
  droplevels()

# And get a df that includes total_hops and total_malt but not all the other ingredient columns
beer_totals_all <- beer_ingredients_join_all %>% 
  select(
    id, name, total_hops, total_malt, style, style_collapsed,
    abv, ibu, srm, glass, hops_name, malt_name
  )

# And just style_collapsed
beer_totals <- beer_ingredients_join %>% 
  filter(
    style_collapsed %in% levels(beer_necessities$style_collapsed)
  ) %>% 
  droplevels()

Now we’re left with something of a sparse matrix of all the ingredients compared to all the beers

id name total_hops total_malt style abv ibu srm glass hops_name malt_name style_collapsed #06300 Admiral Aged / Debittered Hops (Lambic) Ahtanum Alchemy Amarillo Amarillo Gold Apollo Aquila Aramis Argentine Cascade Athanum Aurora Australian Dr. Rudi Azacca Azzeca Belma Bobek Bramling Cross Bravo Brewer’s Gold Brewer’s Gold (American) Calypso Cascade Celeia Centennial Challenger Chinook Citra Cluster Cobb Columbus Columbus (Tomahawk) Comet Crystal CTZ Delta East Kent Golding El Dorado Ella Enigma Equinox Eureka Experimental 05256 Experimental 06277 Falconer’s Flight First Gold French Strisserspalt French Triskel Fuggle (American) Fuggle (English) Fuggles Galaxy Galena German Magnum German Mandarina Bavaria German Opal German Perle German Polaris German Select German Tradition Glacier Golding (American) Green Bullet Hallertau Hallertauer Mittelfrüher Hallertau Hallertauer Tradition Hallertau Northern Brewer Hallertauer (American) Hallertauer Herkules Hallertauer Hersbrucker Hallertauer Perle Hallertauer Select Helga Hop Extract Hops Horizon Huell Melon Idaho 7 Jarrylo Kent Goldings Kohatu Lemon Drop Liberty Magnum Marynka Meridian Millenium Mosaic Motueka Mount Hood Mt. Rainier Nelson Sauvin New Zealand Hallertauer New Zealand Motueka New Zealand Sauvin Newport Noble Northdown Northern Brewer (American) Nugget Orbit Pacific Gem Pacific Jade Pacifica Palisades Perle (American) Phoenix Pilgrim Premiant Pride of Ringwood Rakau Revolution Saaz (American) Saaz (Czech) Santiam Saphir (German Organic) Simcoe Sladek (Saaz) Sorachi Ace Southern Cross Sovereign Spalt Spalt Select Spalt Spalter Sterling Sticklebract Strisselspalt Styrian Aurora Styrian Bobeks Styrian Goldings Summit Super Galena Target Tettnang Tettnanger Tettnanger (American) Tomahawk Topaz Tradition Ultra Vanguard Vic Secret Waimea Wakatu Warrior Willamette Yakima Willamette Zeus Zythos Abbey Malt Acidulated Malt Amber Malt Aromatic Malt Asheburne Mild Malt Bamberg Smoked Malt Barley - Black Barley - Flaked Barley - Lightly Roasted Barley - Malted Barley - Raw Barley - Roasted Barley - Roasted/De-husked Beechwood Smoked Belgian Pale Belgian Pilsner Biscuit Malt Black Malt Black Malt - Debittered Black Malt - Organic Black Patent Black Roast Blackprinz Malt Blue Agave Nectar Blue Corn Bonlander Briess 2-row Chocolate Malt Briess Blackprinz Malt British Pale Malt Brown Malt Brown Sugar Buckwheat - Roasted C-15 Canada 2-Row Silo Cane Sugar Cara Malt CaraAmber CaraAroma CaraBrown Carafa I Carafa II Carafa III Carafa Special CaraFoam CaraHell Caramel/Crystal Malt Caramel/Crystal Malt - Dark Caramel/Crystal Malt - Extra Dark Caramel/Crystal Malt - Heritage Caramel/Crystal Malt - Light Caramel/Crystal Malt - Medium Caramel/Crystal Malt - Organic Caramel/Crystal Malt 10L Caramel/Crystal Malt 120L Caramel/Crystal Malt 150L Caramel/Crystal Malt 15L Caramel/Crystal Malt 20L Caramel/Crystal Malt 300L Caramel/Crystal Malt 30L Caramel/Crystal Malt 40L Caramel/Crystal Malt 45L Caramel/Crystal Malt 50L Caramel/Crystal Malt 55L Caramel/Crystal Malt 60L Caramel/Crystal Malt 70L Caramel/Crystal Malt 75L Caramel/Crystal Malt 80L Caramel/Crystal Malt 85L Caramel/Crystal Malt 8L Caramel/Crystal Malt 90L CaraMunich CaraMunich 120L CaraMunich 20L CaraMunich 40L CaraMunich 60L CaraMunich I CaraMunich II CaraMunich III CaraPils/Dextrin Malt CaraRed CaraRye CaraStan CaraVienne Malt CaraWheat Carolina Rye Malt Cereal Cherry Smoked Cherrywood Smoke Malt Chit Malt Chocolate Malt Chocolate Rye Malt Chocolate Wheat Malt Coffee Malt Corn Corn - Field Corn - Flaked Corn Grits Crisp 120 Crisp 77 Crystal 77 Dark Chocolate Dememera Sugar Dextrin Malt Dextrose Syrup Extra Special Malt Fawcett Crystal Rye Fawcett Rye German Cologne Gladfield Pale Glen Eagle Maris Otter Golden Promise Harrington 2-Row Base Malt High Fructose Corn Syrup Honey Honey Malt Hugh Baird Pale Ale Malt Kiln Amber Lactose Lager Malt Malt Extract Malted Rye Malto Franco-Belge Pils Malt Maple Syrup Maris Otter Melanoidin Malt Metcalfe Midnight Wheat Mild Malt Millet Munich Malt Munich Malt - Dark Munich Malt - Light Munich Malt - Organic Munich Malt - Smoked Munich Malt - Type I Munich Malt - Type II Munich Malt 10L Munich Malt 20L Munich Malt 40L Munich Wheat Oats - Flaked Oats - Golden Naked Oats - Malted Oats - Rolled Oats - Steel Cut (Pinhead Oats) Oats - Toasted Pale Chocolate Malt Pale Malt Pale Malt - Halcyon Pale Malt - Optic Pale Malt - Organic Pale Wheat Palev Pearl Malt Peated Malt - Smoked Piloncillo Pilsner Malt Pilsner Malt - Organic Rahr 2-Row Malt Rahr Special Pale Rauchmalz Rice Rice - Flaked Rice - Hulls Rice - Red Rice - White Roast Malt Rye - Flaked Rye Malt Samuel Adams two-row pale malt blend Six-Row Pale Malt Smoked Malt Special B Malt Special Roast Special W Malt Spelt Malt Sugar (Albion) Toasted Malt Torrefied Wheat Two-Row Barley Malt Two-Row Pale Malt Two-Row Pale Malt - Organic Two-Row Pale Malt - Toasted Two-Row Pilsner Malt Two-Row Pilsner Malt - Belgian Two-Row Pilsner Malt - Germany Victory Malt Vienna Malt Weyermann Rye Wheat - Flaked Wheat - Raw Wheat - Red Wheat - Toasted Wheat - Torrified Wheat Malt Wheat Malt - Dark Wheat Malt - German Wheat Malt - Light Wheat Malt - Organic Wheat Malt - Red Wheat Malt - Smoked Wheat Malt - White White Wheat Wyermann Vienna
cBLTUw “18” Imperial IPA 2 0 0 American-Style Imperial Stout 11.10 NA 33 Pint NA NA Stout 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ZsQEJt “633” American Pale Ale 0 0 American-Style Pale Ale 6.33 25.0 NA NA NA NA Pale Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
tmEthz “Admiral” Stache 2 4 Baltic-Style Porter 7.00 23.0 37 Pint Perle (American), Saaz (American) Barley - Malted, Chocolate Malt, Munich Malt, Oats - Flaked Porter 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
b7SfHG “Ah Me Joy” Porter 0 0 Robust Porter 5.40 51.0 40 NA NA NA Porter 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
zcJMId “Alternating Currant” Sour 0 0 American-Style Sour Ale 4.80 12.0 NA NA NA NA Sour 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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NIaY9C “B.B. Rodriguez” Double Brown 0 0 American-Style Brown Ale 8.50 30.0 NA NA NA NA Brown 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PBEXhV “Bison Eye Rye” Pale Ale | 2 of 4 Part Pale Ale Series 0 0 American-Style Pale Ale 5.80 51.0 8 NA NA NA Pale Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
wRmmdv “California Crude” Black IPA 0 0 American-Style Black Ale 7.60 80.0 NA NA NA NA Black 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
EPYNpW “C’est Noir” Imperial Stout 0 0 British-Style Imperial Stout 10.80 70.0 NA NA NA NA Stout 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
AXmvOd “Dust Up” Cloudy Pale Ale | 1 of 4 Part Pale Ale Series 0 0 American-Style Pale Ale 5.40 54.0 11 NA NA NA Pale Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
c5pZg5 “EVL1” Imperial Red Ale 0 0 Imperial Red Ale 10.40 64.0 NA NA NA NA Red 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
xBKAka “Galactic Wrath” IPA 0 0 American-Style India Pale Ale 7.50 75.0 NA NA NA NA India Pale Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Hr5A0t “God Country” Kolsch 0 0 German-Style Kölsch / Köln-Style Kölsch 5.60 28.2 5 NA NA NA Kölsch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
UjFyXJ “Hey Victor” Smoked Porter 0 0 Smoke Beer (Lager or Ale) 5.50 NA NA NA NA NA Lager 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
5UcMBc “Ignition” IPA 0 0 American-Style India Pale Ale 6.60 45.0 NA Pint NA NA India Pale Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
mrVjY4 “Jemez Field Notes” Golden Lager 0 0 Golden or Blonde Ale 4.90 20.0 5 NA NA NA Blonde 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
54rSgo “Jemmy Dean” Breakfast Stout 0 0 Sweet or Cream Stout NA NA NA Pint NA NA Stout 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
JsKjkk “Mauvaises Choses” 0 0 Belgian-Style Pale Strong Ale 7.00 30.0 NA Tulip NA NA Strong Ale 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
b7WWL6 “Mike Saw a Sasquatch” Session Ale 2 2 Golden or Blonde Ale 4.70 26.0 NA Pint Cascade, Sterling Honey Malt, Two-Row Pale Malt Blonde 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0

Unsupervised Clustering

We K-means cluster beers based on certain numeric predictor variables.

Prep

library(NbClust)

cluster_it <- function(df, preds, to_scale, resp, n_centers) {
  df_for_clustering <- df %>%
    select_(.dots = c(response_vars, cluster_on)) %>%
    na.omit() %>%
    filter(
      abv < 20 & abv > 3
    ) %>%
    filter(
      ibu < 200
    )

  df_all_preds <- df_for_clustering %>%
    select_(.dots = preds)

  df_preds_scale <- df_all_preds %>%
    select_(.dots = to_scale) %>%
    rename(
      abv_scaled = abv,
      ibu_scaled = ibu,
      srm_scaled = srm
    ) %>%
    scale() %>%
    as_tibble()

  df_preds <- bind_cols(df_preds_scale, df_all_preds[, (!names(df_all_preds) %in% to_scale)])

  df_outcome <- df_for_clustering %>%
    select_(.dots = resp) %>%
    na.omit()

  set.seed(9)
  clustered_df_out <- kmeans(x = df_preds, centers = n_centers, trace = TRUE)

  clustered_df <- as_tibble(data.frame(
    cluster_assignment = factor(clustered_df_out$cluster),
    df_outcome, df_preds,
    df_for_clustering %>% select(abv, ibu, srm)))

  return(clustered_df)
}

Cluster

First we’ll run the fuction with 10 centers, and cluster on the predictors ABV, IBU, SRM, total_hops, and total_malt.

cluster_on <- c("abv", "ibu", "srm", "total_hops", "total_malt")
to_scale <- c("abv", "ibu", "srm", "total_hops", "total_malt")
response_vars <- c("name", "style", "style_collapsed")

clustered_beer <- cluster_it(df = beer_totals,
                             preds = cluster_on,
                             to_scale = to_scale,
                             resp = response_vars,
                             n_centers = 10)
## KMNS(*, k=10): iter=  1, indx=5
##  QTRAN(): istep=4472, icoun=1
##  QTRAN(): istep=8944, icoun=84
##  QTRAN(): istep=13416, icoun=31
##  QTRAN(): istep=17888, icoun=310
##  QTRAN(): istep=22360, icoun=444
##  QTRAN(): istep=26832, icoun=3571
## KMNS(*, k=10): iter=  2, indx=28
##  QTRAN(): istep=4472, icoun=3
##  QTRAN(): istep=8944, icoun=26
##  QTRAN(): istep=13416, icoun=0
##  QTRAN(): istep=17888, icoun=45
##  QTRAN(): istep=22360, icoun=37
##  QTRAN(): istep=26832, icoun=170
##  QTRAN(): istep=31304, icoun=45
##  QTRAN(): istep=35776, icoun=64
##  QTRAN(): istep=40248, icoun=692
## KMNS(*, k=10): iter=  3, indx=6
##  QTRAN(): istep=4472, icoun=16
##  QTRAN(): istep=8944, icoun=36
##  QTRAN(): istep=13416, icoun=318
##  QTRAN(): istep=17888, icoun=1114
##  QTRAN(): istep=22360, icoun=1628
##  QTRAN(): istep=26832, icoun=1518
## KMNS(*, k=10): iter=  4, indx=227
##  QTRAN(): istep=4472, icoun=560
##  QTRAN(): istep=8944, icoun=1426
##  QTRAN(): istep=13416, icoun=401
## KMNS(*, k=10): iter=  5, indx=4472

Head of the clustering data

cluster_assignment name style style_collapsed abv_scaled ibu_scaled srm_scaled total_hops total_malt abv ibu srm
3 “Admiral” Stache Baltic-Style Porter Porter 0.2915030 -0.6641211 2.1990458 0.4954773 1.1342326 7.0 23.0 37
3 “Ah Me Joy” Porter Robust Porter Porter -0.5813196 0.4600343 2.4832200 -0.1956564 -0.2062241 5.4 51.0 40
10 “Bison Eye Rye” Pale Ale | 2 of 4 Part Pale Ale Series American-Style Pale Ale Pale Ale -0.3631139 0.4600343 -0.5479716 -0.1956564 -0.2062241 5.8 51.0 8
10 “Dust Up” Cloudy Pale Ale | 1 of 4 Part Pale Ale Series American-Style Pale Ale Pale Ale -0.5813196 0.5804795 -0.2637974 -0.1956564 -0.2062241 5.4 54.0 11
2 “God Country” Kolsch German-Style Kölsch / Köln-Style Kölsch Kölsch -0.4722168 -0.4553494 -0.8321458 -0.1956564 -0.2062241 5.6 28.2 5
2 “Jemez Field Notes” Golden Lager Golden or Blonde Ale Blonde -0.8540767 -0.7845663 -0.8321458 -0.1956564 -0.2062241 4.9 20.0 5
2 #10 Hefewiezen South German-Style Hefeweizen / Hefeweissbier Wheat -0.7449738 -1.1459020 -0.9268705 -0.1956564 -0.2062241 5.1 11.0 4
2 #9 American-Style Pale Ale Pale Ale -0.7449738 -0.7845663 -0.4532468 0.4954773 0.4640043 5.1 20.0 9
2 #KoLSCH German-Style Kölsch / Köln-Style Kölsch Kölsch -0.9086281 -0.5035275 -1.0215953 -0.1956564 -0.2062241 4.8 27.0 3
2 ‘Inappropriate’ Cream Ale American-Style Cream Ale or Lager Lager -0.6358710 -0.8648631 -0.8321458 -0.1956564 -0.2062241 5.3 18.0 5
10 ’tis the Saison French & Belgian-Style Saison Saison 0.2915030 -0.3830822 -0.6426963 -0.1956564 -0.2062241 7.0 30.0 7
2 (306) URBAN WHEAT BEER Belgian-Style White (or Wit) / Belgian-Style Wheat Wheat -0.7995252 -0.7845663 -0.4532468 -0.1956564 -0.2062241 5.0 20.0 9
7 (512) ALT German-Style Altbier Altbier -0.2540111 -0.1421918 0.6834500 0.1499105 0.7991185 6.0 36.0 21
7 (512) Bruin (A.K.A. Brown Bear) American-Style Brown Ale Brown 0.6188115 -0.3830822 0.6834500 0.1499105 1.1342326 7.6 30.0 21
9 (512) FOUR Strong Ale Strong Ale 0.5642601 -0.1823402 -0.5479716 0.8410441 1.1342326 7.5 35.0 8
5 (512) IPA American-Style India Pale Ale India Pale Ale 0.2915030 1.0221120 -0.5479716 0.8410441 0.7991185 7.0 65.0 8
9 (512) ONE Belgian-Style Pale Strong Ale Strong Ale 0.8370171 -0.7042695 -0.5479716 -0.1956564 0.4640043 8.0 22.0 8
10 (512) Pale American-Style Pale Ale Pale Ale -0.2540111 -0.3830822 -0.6426963 0.8410441 0.7991185 6.0 30.0 7
6 (512) SIX Belgian-Style Dubbel Dubbel 0.5642601 -0.5838243 1.3465231 0.4954773 0.7991185 7.5 25.0 28
9 (512) THREE Belgian-Style Tripel Tripel 1.6552883 -0.7042695 -0.3585221 0.1499105 0.7991185 9.5 22.0 10

Join the clustered beer on beer_ingredients_join

A table of cluster counts broken down by style

1 2 3 4 5 6 7 8 9 10
Adambier 0 0 0 0 0 0 0 0 0 0
Altbier 0 0 1 0 2 1 11 0 0 7
Amber 0 9 0 0 1 0 4 0 0 3
American-Style Malt Liquor 0 1 0 0 0 0 0 0 1 0
American-Style Märzen / Oktoberfest 0 5 0 0 0 0 6 11 1 2
Apple Wine 0 0 0 0 0 0 0 0 0 0
Bamberg-Style Bock Rauchbier 0 0 0 0 0 0 1 0 0 0
Bamberg-Style Helles Rauchbier 0 0 0 0 0 0 0 0 0 0
Bamberg-Style Märzen Rauchbier 0 0 0 0 0 0 3 0 0 0
Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles) 0 2 1 0 0 0 1 0 0 1
Barley Wine 28 0 0 19 2 2 0 0 11 0
Barrel-Aged 9 2 3 2 1 8 4 0 16 3
Belgian-style Fruit Beer 0 2 0 0 0 0 0 0 0 0
Belgian-Style Fruit Lambic 0 0 0 0 1 1 2 0 0 0
Belgian-Style Gueuze Lambic 0 0 0 0 0 0 0 0 0 0
Belgian-Style Lambic 0 2 0 0 0 0 0 0 0 0
Belgian-Style Quadrupel 10 0 0 0 0 9 0 0 8 0
Belgian-Style Table Beer 0 5 0 0 0 0 1 0 0 0
Bitter 1 15 0 0 2 1 22 0 1 38
Black 0 0 8 4 6 24 1 0 0 0
Blonde 0 113 1 0 1 1 4 0 19 21
Braggot 0 1 0 0 0 1 0 0 1 0
Brett Beer 0 1 0 1 0 1 0 0 2 2
Brown 2 8 28 1 6 11 90 0 0 2
California Common Beer 0 1 1 0 0 0 2 0 0 8
Chili Pepper Beer 0 5 0 0 0 0 2 0 0 3
Chocolate / Cocoa-Flavored Beer 0 1 3 0 0 0 2 0 0 2
Coffee-Flavored Beer 0 0 9 0 2 8 1 0 0 0
Common Cider 0 0 0 0 0 0 0 0 0 0
Common Perry 0 0 0 0 0 0 0 0 0 0
Contemporary Gose 0 9 1 0 0 0 0 0 0 0
Cyser (Apple Melomel) 0 0 0 0 0 0 0 0 0 0
Dark American-Belgo-Style Ale 0 0 0 0 0 2 1 0 0 0
Dortmunder / European-Style Export 0 3 0 0 0 0 1 0 0 4
Double India Pale Ale 5 0 0 179 40 3 0 0 5 0
Dry Mead 0 0 0 0 0 0 0 0 0 0
Dubbel 0 0 2 0 1 13 15 0 10 0
Dutch-Style Kuit, Kuyt or Koyt 0 0 0 0 0 0 0 0 0 1
Energy Enhanced Malt Beverage 0 0 0 0 0 0 0 0 0 0
English Cider 0 0 0 0 0 0 0 0 0 0
English-Style Dark Mild Ale 0 1 2 0 0 1 3 0 0 0
English-Style Pale Mild Ale 0 6 1 0 1 0 4 0 0 2
English-Style Summer Ale 0 11 0 0 0 0 0 0 0 1
European-Style Dark / Münchner Dunkel 0 0 2 0 0 0 8 0 0 0
Field Beer 0 1 0 0 1 0 4 0 0 5
Flavored Malt Beverage 0 3 0 0 0 0 0 0 0 0
French Cider 0 0 0 0 0 0 0 0 0 0
French-Style Bière de Garde 0 1 0 0 0 0 4 0 6 3
Fresh “Wet” Hop Ale 0 0 0 0 8 0 0 0 0 6
Fruit Beer 1 36 2 0 4 0 6 0 5 2
Fruit Cider 0 0 0 0 0 0 1 0 0 0
German-Style Doppelbock 0 0 2 0 0 13 5 0 9 0
German-Style Eisbock 0 0 0 0 0 0 0 0 1 0
German-Style Heller Bock/Maibock 0 1 1 0 1 0 6 0 4 9
German-Style Leichtbier 0 1 0 0 0 0 0 0 0 0
German-Style Leichtes Weizen / Weissbier 0 4 0 0 0 0 0 0 0 0
German-Style Märzen 0 8 0 0 0 0 10 11 0 1
German-Style Oktoberfest / Wiesen (Meadow) 0 3 0 0 0 0 2 3 1 1
German-Style Rye Ale (Roggenbier) with or without Yeast 0 1 1 0 0 1 2 0 0 0
German-Style Schwarzbier 0 0 14 0 0 1 3 0 0 0
Ginjo Beer or Sake-Yeast Beer 0 0 0 0 0 0 0 0 0 0
Gluten-Free Beer 0 1 0 0 1 0 1 0 0 0
Grodziskie 0 2 0 0 0 0 0 0 0 0
Herb and Spice Beer 1 12 9 0 7 6 12 0 4 4
Historical Beer 0 6 1 0 0 0 1 0 0 1
India Pale Ale 0 5 3 38 402 8 5 15 2 99
Kellerbier (Cellar beer) or Zwickelbier - Ale 0 2 0 0 0 0 0 0 0 2
Kölsch 0 67 0 0 1 0 1 0 0 3
Lager 1 132 6 6 24 8 51 0 9 30
Leipzig-Style Gose 0 12 0 0 0 0 0 0 0 1
Metheglin 0 0 0 0 0 0 0 0 0 0
Mixed Culture Brett Beer 0 0 0 0 0 0 0 0 1 0
Münchner (Munich)-Style Helles 0 32 1 0 0 0 1 0 0 0
New England Cider 0 0 0 0 0 0 0 0 0 0
Non-Alcoholic (Beer) Malt Beverages 0 0 0 0 0 0 0 0 0 0
Old Ale 7 0 0 0 1 4 2 0 5 1
Open Category Mead 0 0 0 0 0 0 0 0 0 0
Other Belgian-Style Ales 0 3 4 1 8 5 7 0 6 5
Other Fruit Melomel 0 0 0 0 0 0 0 0 0 0
Other Specialty Cider or Perry 0 0 0 0 0 0 0 0 0 0
Pale Ale 1 52 1 1 51 5 28 19 11 229
Pale American-Belgo-Style Ale 0 1 0 0 3 0 1 0 1 4
Pilsener 0 69 0 1 4 1 1 0 1 59
Porter 1 0 121 0 0 32 28 0 1 1
Pumpkin Beer 1 7 5 0 0 4 18 0 8 3
Pyment (Grape Melomel) 0 0 0 0 0 0 0 0 0 0
Red 0 25 15 13 28 13 125 7 7 40
Saison 0 53 3 0 2 1 7 0 31 42
Scotch Ale 0 0 4 0 0 12 9 0 7 1
Scottish-Style Export Ale 0 1 0 0 0 0 4 0 0 0
Scottish-Style Heavy Ale 0 0 1 0 0 7 2 0 4 0
Scottish-Style Light Ale 0 1 0 0 0 0 3 0 0 0
Semi-Sweet Mead 0 0 0 0 0 0 0 0 0 0
Session Beer 0 17 0 0 2 0 0 0 0 18
Sour 1 19 2 0 1 4 4 0 2 4
South German-Style Bernsteinfarbenes Weizen / Weissbier 0 1 0 0 0 0 0 0 0 0
South German-Style Dunkel Weizen / Dunkel Weissbier 0 0 0 0 0 1 13 0 1 0
South German-Style Kristall Weizen / Kristall Weissbier 0 1 0 0 0 0 0 0 0 0
South German-Style Weizenbock / Weissbock 0 1 0 0 0 0 0 0 4 1
Specialty Beer 0 15 9 1 5 5 14 0 11 5
Stout 27 2 114 0 1 50 3 0 3 3
Strong Ale 6 0 2 4 3 16 4 0 45 2
Sweet Mead 0 0 0 0 0 0 0 0 0 0
Traditional German-Style Bock 0 1 4 0 0 3 11 0 2 5
Traditional Perry 0 0 0 0 0 0 0 0 0 0
Tripel 1 0 0 2 0 3 0 0 58 1
Wheat 0 266 3 0 4 1 13 0 12 18
Wild Beer 0 3 0 0 0 0 0 0 1 1

Plot the clusters. There are 3 axes: ABV, IBU, and SRM, so we choose two at a time.

clustered_beer_plot_abv_ibu <- ggplot(data = clustered_beer, aes(x = abv, y = ibu, colour = cluster_assignment)) + 
  geom_jitter() + theme_minimal()  +
  ggtitle("k-Means Clustering of Beer by ABV, IBU, SRM") +
  labs(x = "ABV", y = "IBU") +
  labs(colour = "Cluster Assignment")
clustered_beer_plot_abv_ibu

clustered_beer_plot_abv_srm <- ggplot(data = clustered_beer, aes(x = abv, y = srm, colour = cluster_assignment)) + 
  geom_jitter() + theme_minimal()  +
  ggtitle("k-Means Clustering of Beer by ABV, IBU, SRM") +
  labs(x = "ABV", y = "SRM") +
  labs(colour = "Cluster Assignment")
clustered_beer_plot_abv_srm

Now we can add in the style centers (means) for each style_collapsed and label it.

library(ggrepel)
abv_ibu_clusters_vs_style_centers <- ggplot() +   
  geom_point(data = clustered_beer, 
             aes(x = abv, y = ibu, colour = cluster_assignment), alpha = 0.5) +
  geom_point(data = style_centers,
             aes(mean_abv, mean_ibu), colour = "black") +
  geom_text_repel(data = style_centers, aes(mean_abv, mean_ibu, label = style_collapsed), 
                  box.padding = unit(0.45, "lines"),
                  family = "Calibri",
                  label.size = 0.3) +
  ggtitle("Popular Styles vs. k-Means Clustering of Beer by ABV, IBU, SRM") +
  labs(x = "ABV", y = "IBU") +
  labs(colour = "Cluster Assignment") +
  theme_bw()
abv_ibu_clusters_vs_style_centers

The clustering above used a smaller number of clusters (10) than there are styles_collapsed. That makes it difficult to determine whether a given style fits snugly into a cluster or not.

Cluster on just certain selected styles

We’ll take five very distinct collapsed styles and re-run the clustering on beers that fall into these categories. These styles were intentionally chosen because they are quite distinct: Blonde, IPA, Stout, Tripel, Wheat. Arguably, of these five styles Blondes and Wheats are the closest

styles_to_keep <- c("Blonde", "India Pale Ale", "Stout", "Tripel", "Wheat")
bt_certain_styles <- beer_totals %>%
  filter(
    style_collapsed %in% styles_to_keep
  )


cluster_on <- c("abv", "ibu", "srm", "total_hops", "total_malt")
to_scale <- c("abv", "ibu", "srm", "total_hops", "total_malt")
response_vars <- c("name", "style", "style_collapsed")

certain_styles_clustered <- cluster_it(df = bt_certain_styles,
                                 preds = cluster_on,
                                 to_scale = to_scale,
                                 resp = response_vars,
                                 n_centers = 5)
## KMNS(*, k=5): iter=  1, indx=4
##  QTRAN(): istep=1322, icoun=2
##  QTRAN(): istep=2644, icoun=20
##  QTRAN(): istep=3966, icoun=96
##  QTRAN(): istep=5288, icoun=0
##  QTRAN(): istep=6610, icoun=13
##  QTRAN(): istep=7932, icoun=285
## KMNS(*, k=5): iter=  2, indx=13
##  QTRAN(): istep=1322, icoun=147
##  QTRAN(): istep=2644, icoun=138
##  QTRAN(): istep=3966, icoun=20
##  QTRAN(): istep=5288, icoun=599
## KMNS(*, k=5): iter=  3, indx=20
##  QTRAN(): istep=1322, icoun=146
##  QTRAN(): istep=2644, icoun=617
## KMNS(*, k=5): iter=  4, indx=1322
style_centers_certain_styles <- style_centers %>% 
  filter(style_collapsed %in% styles_to_keep)

Table of style vs. cluster.

1 2 3 4 5
Adambier 0 0 0 0 0
Altbier 0 0 0 0 0
Amber 0 0 0 0 0
American-Style Malt Liquor 0 0 0 0 0
American-Style Märzen / Oktoberfest 0 0 0 0 0
Apple Wine 0 0 0 0 0
Bamberg-Style Bock Rauchbier 0 0 0 0 0
Bamberg-Style Helles Rauchbier 0 0 0 0 0
Bamberg-Style Märzen Rauchbier 0 0 0 0 0
Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles) 0 0 0 0 0
Barley Wine 0 0 0 0 0
Barrel-Aged 0 0 0 0 0
Belgian-style Fruit Beer 0 0 0 0 0
Belgian-Style Fruit Lambic 0 0 0 0 0
Belgian-Style Gueuze Lambic 0 0 0 0 0
Belgian-Style Lambic 0 0 0 0 0
Belgian-Style Quadrupel 0 0 0 0 0
Belgian-Style Table Beer 0 0 0 0 0
Bitter 0 0 0 0 0
Black 0 0 0 0 0
Blonde 1 142 1 0 16
Braggot 0 0 0 0 0
Brett Beer 0 0 0 0 0
Brown 0 0 0 0 0
California Common Beer 0 0 0 0 0
Chili Pepper Beer 0 0 0 0 0
Chocolate / Cocoa-Flavored Beer 0 0 0 0 0
Coffee-Flavored Beer 0 0 0 0 0
Common Cider 0 0 0 0 0
Common Perry 0 0 0 0 0
Contemporary Gose 0 0 0 0 0
Cyser (Apple Melomel) 0 0 0 0 0
Dark American-Belgo-Style Ale 0 0 0 0 0
Dortmunder / European-Style Export 0 0 0 0 0
Double India Pale Ale 0 0 0 0 0
Dry Mead 0 0 0 0 0
Dubbel 0 0 0 0 0
Dutch-Style Kuit, Kuyt or Koyt 0 0 0 0 0
Energy Enhanced Malt Beverage 0 0 0 0 0
English Cider 0 0 0 0 0
English-Style Dark Mild Ale 0 0 0 0 0
English-Style Pale Mild Ale 0 0 0 0 0
English-Style Summer Ale 0 0 0 0 0
European-Style Dark / Münchner Dunkel 0 0 0 0 0
Field Beer 0 0 0 0 0
Flavored Malt Beverage 0 0 0 0 0
French Cider 0 0 0 0 0
French-Style Bière de Garde 0 0 0 0 0
Fresh “Wet” Hop Ale 0 0 0 0 0
Fruit Beer 0 0 0 0 0
Fruit Cider 0 0 0 0 0
German-Style Doppelbock 0 0 0 0 0
German-Style Eisbock 0 0 0 0 0
German-Style Heller Bock/Maibock 0 0 0 0 0
German-Style Leichtbier 0 0 0 0 0
German-Style Leichtes Weizen / Weissbier 0 0 0 0 0
German-Style Märzen 0 0 0 0 0
German-Style Oktoberfest / Wiesen (Meadow) 0 0 0 0 0
German-Style Rye Ale (Roggenbier) with or without Yeast 0 0 0 0 0
German-Style Schwarzbier 0 0 0 0 0
Ginjo Beer or Sake-Yeast Beer 0 0 0 0 0
Gluten-Free Beer 0 0 0 0 0
Grodziskie 0 0 0 0 0
Herb and Spice Beer 0 0 0 0 0
Historical Beer 0 0 0 0 0
India Pale Ale 2 48 10 17 500
Kellerbier (Cellar beer) or Zwickelbier - Ale 0 0 0 0 0
Kölsch 0 0 0 0 0
Lager 0 0 0 0 0
Leipzig-Style Gose 0 0 0 0 0
Metheglin 0 0 0 0 0
Mixed Culture Brett Beer 0 0 0 0 0
Münchner (Munich)-Style Helles 0 0 0 0 0
New England Cider 0 0 0 0 0
Non-Alcoholic (Beer) Malt Beverages 0 0 0 0 0
Old Ale 0 0 0 0 0
Open Category Mead 0 0 0 0 0
Other Belgian-Style Ales 0 0 0 0 0
Other Fruit Melomel 0 0 0 0 0
Other Specialty Cider or Perry 0 0 0 0 0
Pale Ale 0 0 0 0 0
Pale American-Belgo-Style Ale 0 0 0 0 0
Pilsener 0 0 0 0 0
Porter 0 0 0 0 0
Pumpkin Beer 0 0 0 0 0
Pyment (Grape Melomel) 0 0 0 0 0
Red 0 0 0 0 0
Saison 0 0 0 0 0
Scotch Ale 0 0 0 0 0
Scottish-Style Export Ale 0 0 0 0 0
Scottish-Style Heavy Ale 0 0 0 0 0
Scottish-Style Light Ale 0 0 0 0 0
Semi-Sweet Mead 0 0 0 0 0
Session Beer 0 0 0 0 0
Sour 0 0 0 0 0
South German-Style Bernsteinfarbenes Weizen / Weissbier 0 0 0 0 0
South German-Style Dunkel Weizen / Dunkel Weissbier 0 0 0 0 0
South German-Style Kristall Weizen / Kristall Weissbier 0 0 0 0 0
South German-Style Weizenbock / Weissbock 0 0 0 0 0
Specialty Beer 0 0 0 0 0
Stout 58 6 135 0 4
Strong Ale 0 0 0 0 0
Sweet Mead 0 0 0 0 0
Traditional German-Style Bock 0 0 0 0 0
Traditional Perry 0 0 0 0 0
Tripel 3 3 1 0 58
Wheat 3 287 5 9 13
Wild Beer 0 0 0 0 0

Now that we have a manageable number of styles, we can see how well fit each cluster is to each style. If the features we clustered on perfectly predicted style, there would each color (cluster) would be unique to each facet of the plot. (E.g., left entirely blue, second from left entirely green, etc.)

by_style_plot <- ggplot() +   
  geom_point(data = certain_styles_clustered, 
             aes(x = abv, y = ibu,
                 colour = cluster_assignment), alpha = 0.5) +
  facet_grid(. ~ style_collapsed) +
  geom_point(data = style_centers_certain_styles,
           aes(mean_abv, mean_ibu), colour = "black", shape = 5) +
  ggtitle("Selected Styles Cluster Assignment") +
  labs(x = "ABV", y = "IBU") +
  labs(colour = "Cluster") +
  theme_bw()
by_style_plot

–>

Random asides into hops

Do more hops always mean more bitterness?

ggplot(data = beer_ingredients_join, aes(total_hops, ibu)) +
  geom_point(aes(total_hops, ibu, colour = style_collapsed)) +
  geom_smooth(method = lm, se = FALSE, colour = "black") + 
  ggtitle("Hops Per Beer vs. Bitterness") +
  labs(x = "Number of Hops", y = "IBU", colour = "Style Collapsed") +
  theme_minimal()

hops_ibu_lm <- lm(ibu ~ total_hops, data = beer_ingredients_join)
summary(hops_ibu_lm)
## 
## Call:
## lm(formula = ibu ~ total_hops, data = beer_ingredients_join)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -39.97 -18.97  -7.20  14.94 959.03 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 40.97419    0.18083 226.595  < 2e-16 ***
## total_hops   0.22694    0.06665   3.405 0.000663 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 26.99 on 23037 degrees of freedom
##   (37779 observations deleted due to missingness)
## Multiple R-squared:  0.000503,   Adjusted R-squared:  0.0004597 
## F-statistic: 11.59 on 1 and 23037 DF,  p-value: 0.0006626
ggplot(data = beer_ingredients_join[which(beer_ingredients_join$total_hops > 2
                                          & beer_ingredients_join$total_hops < 8), ], aes(total_hops, ibu)) +
  geom_point(aes(total_hops, ibu, colour = style_collapsed)) +
  geom_smooth(method = lm, se = FALSE, colour = "black") +
  ggtitle("3+ Hops Per Beer vs. Bitterness") +
  labs(x = "Number of Hops", y = "IBU", colour = "Style Collapsed") +
  theme_minimal()

Most popular hops

# Gather up all the hops columns into one called `hop_name`
beer_necessities_hops_gathered <- beer_necessities %>%
  gather(
    hop_key, hop_name, hops_name_1:hops_name_13
  ) %>% as_tibble()

# Filter to just those beers that have at least one hop
beer_necessities_w_hops <- beer_necessities_hops_gathered %>% 
  filter(!is.na(hop_name)) %>% 
  filter(!hop_name == "")

beer_necessities_w_hops$hop_name <- factor(beer_necessities_w_hops$hop_name)

# For all hops, find the number of beers they're in as well as those beers' mean IBU and ABV
hops_beer_stats <- beer_necessities_w_hops %>% 
  ungroup() %>% 
  group_by(hop_name) %>% 
  summarise(
    mean_ibu = mean(ibu, na.rm = TRUE), 
    mean_abv = mean(abv, na.rm = TRUE),
    n = n()
  )

# Pare to hops that are used in at least 50 beers
pop_hops_beer_stats <- hops_beer_stats[hops_beer_stats$n > 50, ]
kable(pop_hops_beer_stats)
hop_name mean_ibu mean_abv n
Amarillo 61.36053 6.959264 163
Cascade 51.92405 6.510729 445
Centennial 63.96526 7.081883 243
Chinook 60.86871 7.043439 194
Citra 59.60000 6.733290 157
Columbus 63.74483 6.953846 183
East Kent Golding 38.51875 6.347386 89
Fuggles 40.75581 6.772143 59
Hallertauer (American) 23.92388 5.658537 83
Magnum 48.71596 6.926852 109
Mosaic 56.81818 6.977465 71
Mount Hood 37.83500 6.550000 68
Northern Brewer (American) 39.48475 6.473944 71
Nugget 52.23810 6.383119 114
Perle (American) 32.03947 6.251744 88
Saaz (American) 30.69778 6.248333 60
Simcoe 64.07211 6.877394 191
Sterling 35.41860 6.024259 55
Tettnanger (American) 30.27551 6.016780 59
Warrior 59.13043 6.983115 62
Willamette 39.61078 7.014657 133
# Keep just beers that contain these most popular hops
beer_necessities_w_popular_hops <- beer_necessities_w_hops %>% 
  filter(hop_name %in% pop_hops_beer_stats$hop_name) %>% 
  droplevels() 

Are there certian hops that are used more often in very high IBU or ABV beers? Hard to detect a pattern

ggplot(data = beer_necessities_w_popular_hops) + 
  geom_point(aes(abv, ibu, colour = hop_name)) +
  ggtitle("Beers Containing most Popular Hops") +
  labs(x = "ABV", y = "IBU", colour = "Hop Name") +
  theme_minimal()

ggplot(data = pop_hops_beer_stats) + 
  geom_point(aes(mean_abv, mean_ibu, colour = hop_name, size = n)) +
  ggtitle("Most Popular Hops' Effect on Alcohol and Bitterness") +
  labs(x = "Mean ABV per Hop Type", y = "Mean IBU per Hop Type", colour = "Hop Name", 
       size = "Number of Beers") +
  theme_minimal()

Neural Net

library(nnet)
library(caret)

run_neural_net <- function(df, outcome, predictor_vars) {
  out <- list(outcome = outcome)
  
  # Create a new column outcome; it's style_collapsed if you set outcome to style_collapsed, and style otherwise
  if (outcome == "style_collapsed") {
    df[["outcome"]] <- df[["style_collapsed"]]
  } else {
    df[["outcome"]] <- df[["style"]]
  }

  df$outcome <- factor(df$outcome)
  
  cols_to_keep <- c("outcome", predictor_vars)
  
  df <- df %>%
    select_(.dots = cols_to_keep) %>%
    mutate(row = 1:nrow(df)) %>% 
    droplevels()

  # Select 80% of the data for training
  df_train <- sample_n(df, nrow(df)*(0.8))
  
  # The rest is for testing
  df_test <- df %>%
    filter(! (row %in% df_train$row)) %>%
    select(-row)
  
  df_train <- df_train %>%
    select(-row)
  
  # Build multinomail neural net
  nn <- multinom(outcome ~ .,
                 data = df_train, maxit=500, trace=T)

  # Which variables are the most important in the neural net?
  most_important_vars <- varImp(nn)

  # How accurate is the model? Compare predictions to outcomes from test data
  nn_preds <- predict(nn, type="class", newdata = df_test)
  nn_accuracy <- postResample(df_test$outcome, nn_preds)

  out <- list(out, nn = nn, most_important_vars = most_important_vars,
              df_test = df_test,
              nn_preds = nn_preds,
           nn_accuracy = nn_accuracy)

  return(out)
}

Take out NAs

p_vars <- c("total_hops", "total_malt", "abv", "ibu", "srm")

nn_collapsed_out <- run_neural_net(df = bt_omit, outcome = "style_collapsed", 
                         predictor_vars = p_vars)
## # weights:  294 (246 variable)
## initial  value 822.287316 
## iter  10 value 623.355115
## iter  20 value 582.845775
## iter  30 value 559.536687
## iter  40 value 544.403158
## iter  50 value 524.724758
## iter  60 value 501.808851
## iter  70 value 442.855936
## iter  80 value 412.727867
## iter  90 value 386.837641
## iter 100 value 366.894171
## iter 110 value 339.925641
## iter 120 value 323.409818
## iter 130 value 313.136912
## iter 140 value 304.074270
## iter 150 value 296.466830
## iter 160 value 290.940877
## iter 170 value 286.735959
## iter 180 value 282.757412
## iter 190 value 278.647028
## iter 200 value 276.593551
## iter 210 value 275.046390
## iter 220 value 274.229137
## iter 230 value 273.104009
## iter 240 value 271.695862
## iter 250 value 270.962252
## iter 260 value 270.585409
## iter 270 value 270.124280
## iter 280 value 269.669738
## iter 290 value 269.202010
## iter 300 value 268.653758
## iter 310 value 268.146454
## iter 320 value 267.803129
## iter 330 value 267.531495
## iter 340 value 267.277081
## iter 350 value 266.665823
## iter 360 value 266.225507
## iter 370 value 265.787453
## iter 380 value 265.189994
## iter 390 value 264.869483
## iter 400 value 264.649929
## iter 410 value 264.309707
## iter 420 value 264.194056
## iter 430 value 264.183757
## iter 440 value 264.180408
## iter 450 value 264.178520
## iter 460 value 264.178134
## iter 470 value 264.178037
## final  value 264.178032 
## converged
# How accurate was it?
nn_collapsed_out$nn_accuracy
##  Accuracy     Kappa 
## 0.3454545 0.3033075
# What were the most important variables?
nn_collapsed_out$most_important_vars
##              Overall
## total_hops 11813.618
## total_malt 10331.065
## abv        15331.999
## ibu         1126.268
## srm         3473.219
nn_notcollapsed_out <- run_neural_net(df = bt_omit, outcome = "style", 
                         predictor_vars = p_vars)
## # weights:  476 (402 variable)
## initial  value 928.291695 
## iter  10 value 712.632908
## iter  20 value 641.252836
## iter  30 value 602.786152
## iter  40 value 579.643934
## iter  50 value 563.154766
## iter  60 value 543.297871
## iter  70 value 521.663750
## iter  80 value 495.088950
## iter  90 value 467.551267
## iter 100 value 422.245279
## iter 110 value 386.215766
## iter 120 value 359.180839
## iter 130 value 328.013830
## iter 140 value 301.425195
## iter 150 value 287.222719
## iter 160 value 274.753709
## iter 170 value 265.547782
## iter 180 value 258.377255
## iter 190 value 251.237492
## iter 200 value 245.745479
## iter 210 value 241.927238
## iter 220 value 239.263798
## iter 230 value 237.458174
## iter 240 value 235.917336
## iter 250 value 234.504986
## iter 260 value 233.110260
## iter 270 value 232.022047
## iter 280 value 231.156307
## iter 290 value 230.456862
## iter 300 value 229.881603
## iter 310 value 229.326906
## iter 320 value 228.759868
## iter 330 value 228.315645
## iter 340 value 227.825844
## iter 350 value 227.359514
## iter 360 value 226.894490
## iter 370 value 226.595858
## iter 380 value 226.426451
## iter 390 value 226.279488
## iter 400 value 226.151740
## iter 410 value 226.052559
## iter 420 value 225.994632
## iter 430 value 225.957861
## iter 440 value 225.901020
## iter 450 value 225.845185
## iter 460 value 225.803950
## iter 470 value 225.750993
## iter 480 value 225.692686
## iter 490 value 225.610367
## iter 500 value 225.525580
## final  value 225.525580 
## stopped after 500 iterations
nn_notcollapsed_out$nn_accuracy
##  Accuracy     Kappa 
## 0.2200000 0.1536458
nn_notcollapsed_out$most_important_vars
##              Overall
## total_hops 1553.4085
## total_malt  851.3612
## abv        1377.1472
## ibu         114.1868
## srm         290.3407

And now if we add glass as a predictor?

p_vars_add_glass <- c("total_hops", "total_malt", "abv", "ibu", "srm", "glass")

nn_collapsed_out_add_glass <- run_neural_net(df = beer_ingredients_join, outcome = "style_collapsed", 
                         predictor_vars = p_vars_add_glass)
## Error in nnet.default(X, Y, w, mask = mask, size = 0, skip = TRUE, softmax = TRUE, : too many (1386) weights
nn_collapsed_out_add_glass$nn_accuracy
## Error in eval(expr, envir, enclos): object 'nn_collapsed_out_add_glass' not found
nn_collapsed_out_add_glass$most_important_vars
## Error in eval(expr, envir, enclos): object 'nn_collapsed_out_add_glass' not found

Random forest with all ingredients

  • We can use a random forest to get even more granular with ingredients
    • The sparse ingredient dataframe was too complex for the multinomial neural net but the ranger package is built to handle sparse data like this
  • Here we don’t include glass as a predictor
library(ranger)
library(stringr)

bi <- beer_ingredients_join %>% 
  select(-c(id, name, style, hops_name, malt_name,
            # description,
            glass)) %>% 
  mutate(row = 1:nrow(.)) %>% 
  na.omit()

bi$style_collapsed <- factor(bi$style_collapsed)


# ranger complains about special characters and spaces in ingredient column names. Take them out and replace with empty string.
names(bi) <- tolower(names(bi))
names(bi) <- str_replace_all(names(bi), " ", "")
names(bi) <- str_replace_all(names(bi), "([\\(\\)-\\/')]+)", "")

# Keep 80% for training
bi_train <- sample_n(bi, nrow(bi)*(0.8))

# The rest is for testing
bi_test <- bi %>%
  filter(! (row %in% bi_train$row)) %>%
  dplyr::select(-row)

bi_train <- bi_train %>%
  dplyr::select(-row) %>% 
  select(-`#06300`)

bi_rf <- ranger(style_collapsed ~ ., data = bi_train, importance = "impurity", seed = 11)

OOB (out of bag) prediction error is around 58% * This calculated from tree samples constructed but not used in training set; these trees become effectively part of test set

## Ranger result
## 
## Call:
##  ranger(style_collapsed ~ ., data = bi_train, importance = "impurity",      seed = 11) 
## 
## Type:                             Classification 
## Number of trees:                  500 
## Sample size:                      3588 
## Number of independent variables:  356 
## Mtry:                             18 
## Target node size:                 1 
## Variable importance mode:         impurity 
## OOB prediction error:             64.99 %

We can compare predicted classification on the test set to their actual style classification.

pred_bi_rf <- predict(bi_rf, dat = bi_test)
table(bi_test$style_collapsed, pred_bi_rf$predictions)
##                                                           
##                                                            Altbier Amber
##   Altbier                                                        0     0
##   Amber                                                          0     0
##   American-Style Malt Liquor                                     0     0
##   American-Style Märzen / Oktoberfest                            0     0
##   Bamberg-Style Bock Rauchbier                                   0     0
##   Bamberg-Style Märzen Rauchbier                                 0     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)       0     0
##   Barley Wine                                                    0     0
##   Barrel-Aged                                                    0     0
##   Belgian-style Fruit Beer                                       0     0
##   Belgian-Style Fruit Lambic                                     0     0
##   Belgian-Style Lambic                                           0     0
##   Belgian-Style Quadrupel                                        0     0
##   Belgian-Style Table Beer                                       0     0
##   Bitter                                                         0     0
##   Black                                                          0     0
##   Blonde                                                         0     0
##   Braggot                                                        0     0
##   Brett Beer                                                     0     0
##   Brown                                                          0     0
##   California Common Beer                                         0     0
##   Chili Pepper Beer                                              0     0
##   Chocolate / Cocoa-Flavored Beer                                0     0
##   Coffee-Flavored Beer                                           0     0
##   Contemporary Gose                                              0     0
##   Dark American-Belgo-Style Ale                                  0     0
##   Dortmunder / European-Style Export                             0     0
##   Double India Pale Ale                                          0     0
##   Dubbel                                                         0     0
##   Dutch-Style Kuit, Kuyt or Koyt                                 0     0
##   English-Style Dark Mild Ale                                    0     0
##   English-Style Pale Mild Ale                                    0     0
##   English-Style Summer Ale                                       0     0
##   European-Style Dark / Münchner Dunkel                          0     0
##   Field Beer                                                     0     0
##   Flavored Malt Beverage                                         0     0
##   French-Style Bière de Garde                                    0     0
##   Fresh "Wet" Hop Ale                                            0     0
##   Fruit Beer                                                     0     0
##   Fruit Cider                                                    0     0
##   German-Style Doppelbock                                        0     0
##   German-Style Eisbock                                           0     0
##   German-Style Heller Bock/Maibock                               0     0
##   German-Style Leichtbier                                        0     0
##   German-Style Leichtes Weizen / Weissbier                       0     0
##   German-Style Märzen                                            0     0
##   German-Style Oktoberfest / Wiesen (Meadow)                     0     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast        0     0
##   German-Style Schwarzbier                                       0     0
##   Gluten-Free Beer                                               0     0
##   Grodziskie                                                     0     0
##   Herb and Spice Beer                                            0     0
##   Historical Beer                                                0     0
##   India Pale Ale                                                 0     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                  0     0
##   Kölsch                                                         0     0
##   Lager                                                          0     0
##   Leipzig-Style Gose                                             0     0
##   Mixed Culture Brett Beer                                       0     0
##   Münchner (Munich)-Style Helles                                 0     0
##   Old Ale                                                        0     0
##   Other Belgian-Style Ales                                       0     0
##   Pale Ale                                                       0     0
##   Pale American-Belgo-Style Ale                                  0     0
##   Pilsener                                                       0     0
##   Porter                                                         0     0
##   Pumpkin Beer                                                   0     0
##   Red                                                            0     0
##   Saison                                                         0     0
##   Scotch Ale                                                     0     0
##   Scottish-Style Export Ale                                      0     0
##   Scottish-Style Heavy Ale                                       0     0
##   Scottish-Style Light Ale                                       0     0
##   Session Beer                                                   0     0
##   Sour                                                           0     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier        0     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier            0     0
##   South German-Style Kristall Weizen / Kristall Weissbier        0     0
##   South German-Style Weizenbock / Weissbock                      0     0
##   Specialty Beer                                                 0     0
##   Stout                                                          0     0
##   Strong Ale                                                     0     0
##   Traditional German-Style Bock                                  0     0
##   Tripel                                                         0     0
##   Wheat                                                          0     0
##   Wild Beer                                                      0     0
##                                                           
##                                                            American-Style Malt Liquor
##   Altbier                                                                           0
##   Amber                                                                             0
##   American-Style Malt Liquor                                                        0
##   American-Style Märzen / Oktoberfest                                               0
##   Bamberg-Style Bock Rauchbier                                                      0
##   Bamberg-Style Märzen Rauchbier                                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                          0
##   Barley Wine                                                                       0
##   Barrel-Aged                                                                       0
##   Belgian-style Fruit Beer                                                          0
##   Belgian-Style Fruit Lambic                                                        0
##   Belgian-Style Lambic                                                              0
##   Belgian-Style Quadrupel                                                           0
##   Belgian-Style Table Beer                                                          0
##   Bitter                                                                            0
##   Black                                                                             0
##   Blonde                                                                            0
##   Braggot                                                                           0
##   Brett Beer                                                                        0
##   Brown                                                                             0
##   California Common Beer                                                            0
##   Chili Pepper Beer                                                                 0
##   Chocolate / Cocoa-Flavored Beer                                                   0
##   Coffee-Flavored Beer                                                              0
##   Contemporary Gose                                                                 0
##   Dark American-Belgo-Style Ale                                                     0
##   Dortmunder / European-Style Export                                                0
##   Double India Pale Ale                                                             0
##   Dubbel                                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                                    0
##   English-Style Dark Mild Ale                                                       0
##   English-Style Pale Mild Ale                                                       0
##   English-Style Summer Ale                                                          0
##   European-Style Dark / Münchner Dunkel                                             0
##   Field Beer                                                                        0
##   Flavored Malt Beverage                                                            0
##   French-Style Bière de Garde                                                       0
##   Fresh "Wet" Hop Ale                                                               0
##   Fruit Beer                                                                        0
##   Fruit Cider                                                                       0
##   German-Style Doppelbock                                                           0
##   German-Style Eisbock                                                              0
##   German-Style Heller Bock/Maibock                                                  0
##   German-Style Leichtbier                                                           0
##   German-Style Leichtes Weizen / Weissbier                                          0
##   German-Style Märzen                                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                           0
##   German-Style Schwarzbier                                                          0
##   Gluten-Free Beer                                                                  0
##   Grodziskie                                                                        0
##   Herb and Spice Beer                                                               0
##   Historical Beer                                                                   0
##   India Pale Ale                                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                     0
##   Kölsch                                                                            0
##   Lager                                                                             0
##   Leipzig-Style Gose                                                                0
##   Mixed Culture Brett Beer                                                          0
##   Münchner (Munich)-Style Helles                                                    0
##   Old Ale                                                                           0
##   Other Belgian-Style Ales                                                          0
##   Pale Ale                                                                          0
##   Pale American-Belgo-Style Ale                                                     0
##   Pilsener                                                                          0
##   Porter                                                                            0
##   Pumpkin Beer                                                                      0
##   Red                                                                               0
##   Saison                                                                            0
##   Scotch Ale                                                                        0
##   Scottish-Style Export Ale                                                         0
##   Scottish-Style Heavy Ale                                                          0
##   Scottish-Style Light Ale                                                          0
##   Session Beer                                                                      0
##   Sour                                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                               0
##   South German-Style Kristall Weizen / Kristall Weissbier                           0
##   South German-Style Weizenbock / Weissbock                                         0
##   Specialty Beer                                                                    0
##   Stout                                                                             0
##   Strong Ale                                                                        0
##   Traditional German-Style Bock                                                     0
##   Tripel                                                                            0
##   Wheat                                                                             0
##   Wild Beer                                                                         0
##                                                           
##                                                            American-Style Märzen / Oktoberfest
##   Altbier                                                                                    0
##   Amber                                                                                      0
##   American-Style Malt Liquor                                                                 0
##   American-Style Märzen / Oktoberfest                                                        2
##   Bamberg-Style Bock Rauchbier                                                               0
##   Bamberg-Style Märzen Rauchbier                                                             0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                   0
##   Barley Wine                                                                                0
##   Barrel-Aged                                                                                0
##   Belgian-style Fruit Beer                                                                   0
##   Belgian-Style Fruit Lambic                                                                 0
##   Belgian-Style Lambic                                                                       0
##   Belgian-Style Quadrupel                                                                    0
##   Belgian-Style Table Beer                                                                   0
##   Bitter                                                                                     0
##   Black                                                                                      0
##   Blonde                                                                                     0
##   Braggot                                                                                    0
##   Brett Beer                                                                                 0
##   Brown                                                                                      0
##   California Common Beer                                                                     0
##   Chili Pepper Beer                                                                          0
##   Chocolate / Cocoa-Flavored Beer                                                            0
##   Coffee-Flavored Beer                                                                       0
##   Contemporary Gose                                                                          0
##   Dark American-Belgo-Style Ale                                                              0
##   Dortmunder / European-Style Export                                                         0
##   Double India Pale Ale                                                                      0
##   Dubbel                                                                                     0
##   Dutch-Style Kuit, Kuyt or Koyt                                                             0
##   English-Style Dark Mild Ale                                                                0
##   English-Style Pale Mild Ale                                                                0
##   English-Style Summer Ale                                                                   0
##   European-Style Dark / Münchner Dunkel                                                      0
##   Field Beer                                                                                 0
##   Flavored Malt Beverage                                                                     0
##   French-Style Bière de Garde                                                                0
##   Fresh "Wet" Hop Ale                                                                        0
##   Fruit Beer                                                                                 0
##   Fruit Cider                                                                                0
##   German-Style Doppelbock                                                                    0
##   German-Style Eisbock                                                                       0
##   German-Style Heller Bock/Maibock                                                           0
##   German-Style Leichtbier                                                                    0
##   German-Style Leichtes Weizen / Weissbier                                                   0
##   German-Style Märzen                                                                        1
##   German-Style Oktoberfest / Wiesen (Meadow)                                                 1
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                    0
##   German-Style Schwarzbier                                                                   0
##   Gluten-Free Beer                                                                           0
##   Grodziskie                                                                                 0
##   Herb and Spice Beer                                                                        0
##   Historical Beer                                                                            0
##   India Pale Ale                                                                             0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                              0
##   Kölsch                                                                                     0
##   Lager                                                                                      0
##   Leipzig-Style Gose                                                                         0
##   Mixed Culture Brett Beer                                                                   0
##   Münchner (Munich)-Style Helles                                                             0
##   Old Ale                                                                                    0
##   Other Belgian-Style Ales                                                                   0
##   Pale Ale                                                                                   0
##   Pale American-Belgo-Style Ale                                                              0
##   Pilsener                                                                                   0
##   Porter                                                                                     0
##   Pumpkin Beer                                                                               0
##   Red                                                                                        0
##   Saison                                                                                     0
##   Scotch Ale                                                                                 0
##   Scottish-Style Export Ale                                                                  0
##   Scottish-Style Heavy Ale                                                                   0
##   Scottish-Style Light Ale                                                                   0
##   Session Beer                                                                               0
##   Sour                                                                                       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                    0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                        0
##   South German-Style Kristall Weizen / Kristall Weissbier                                    0
##   South German-Style Weizenbock / Weissbock                                                  0
##   Specialty Beer                                                                             0
##   Stout                                                                                      0
##   Strong Ale                                                                                 0
##   Traditional German-Style Bock                                                              0
##   Tripel                                                                                     0
##   Wheat                                                                                      0
##   Wild Beer                                                                                  0
##                                                           
##                                                            Bamberg-Style Bock Rauchbier
##   Altbier                                                                             0
##   Amber                                                                               0
##   American-Style Malt Liquor                                                          0
##   American-Style Märzen / Oktoberfest                                                 0
##   Bamberg-Style Bock Rauchbier                                                        0
##   Bamberg-Style Märzen Rauchbier                                                      0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                            0
##   Barley Wine                                                                         0
##   Barrel-Aged                                                                         0
##   Belgian-style Fruit Beer                                                            0
##   Belgian-Style Fruit Lambic                                                          0
##   Belgian-Style Lambic                                                                0
##   Belgian-Style Quadrupel                                                             0
##   Belgian-Style Table Beer                                                            0
##   Bitter                                                                              0
##   Black                                                                               0
##   Blonde                                                                              0
##   Braggot                                                                             0
##   Brett Beer                                                                          0
##   Brown                                                                               0
##   California Common Beer                                                              0
##   Chili Pepper Beer                                                                   0
##   Chocolate / Cocoa-Flavored Beer                                                     0
##   Coffee-Flavored Beer                                                                0
##   Contemporary Gose                                                                   0
##   Dark American-Belgo-Style Ale                                                       0
##   Dortmunder / European-Style Export                                                  0
##   Double India Pale Ale                                                               0
##   Dubbel                                                                              0
##   Dutch-Style Kuit, Kuyt or Koyt                                                      0
##   English-Style Dark Mild Ale                                                         0
##   English-Style Pale Mild Ale                                                         0
##   English-Style Summer Ale                                                            0
##   European-Style Dark / Münchner Dunkel                                               0
##   Field Beer                                                                          0
##   Flavored Malt Beverage                                                              0
##   French-Style Bière de Garde                                                         0
##   Fresh "Wet" Hop Ale                                                                 0
##   Fruit Beer                                                                          0
##   Fruit Cider                                                                         0
##   German-Style Doppelbock                                                             0
##   German-Style Eisbock                                                                0
##   German-Style Heller Bock/Maibock                                                    0
##   German-Style Leichtbier                                                             0
##   German-Style Leichtes Weizen / Weissbier                                            0
##   German-Style Märzen                                                                 0
##   German-Style Oktoberfest / Wiesen (Meadow)                                          0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                             0
##   German-Style Schwarzbier                                                            0
##   Gluten-Free Beer                                                                    0
##   Grodziskie                                                                          0
##   Herb and Spice Beer                                                                 0
##   Historical Beer                                                                     0
##   India Pale Ale                                                                      0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                       0
##   Kölsch                                                                              0
##   Lager                                                                               0
##   Leipzig-Style Gose                                                                  0
##   Mixed Culture Brett Beer                                                            0
##   Münchner (Munich)-Style Helles                                                      0
##   Old Ale                                                                             0
##   Other Belgian-Style Ales                                                            0
##   Pale Ale                                                                            0
##   Pale American-Belgo-Style Ale                                                       0
##   Pilsener                                                                            0
##   Porter                                                                              0
##   Pumpkin Beer                                                                        0
##   Red                                                                                 0
##   Saison                                                                              0
##   Scotch Ale                                                                          0
##   Scottish-Style Export Ale                                                           0
##   Scottish-Style Heavy Ale                                                            0
##   Scottish-Style Light Ale                                                            0
##   Session Beer                                                                        0
##   Sour                                                                                0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                             0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                 0
##   South German-Style Kristall Weizen / Kristall Weissbier                             0
##   South German-Style Weizenbock / Weissbock                                           0
##   Specialty Beer                                                                      0
##   Stout                                                                               0
##   Strong Ale                                                                          0
##   Traditional German-Style Bock                                                       0
##   Tripel                                                                              0
##   Wheat                                                                               0
##   Wild Beer                                                                           0
##                                                           
##                                                            Bamberg-Style Märzen Rauchbier
##   Altbier                                                                               0
##   Amber                                                                                 0
##   American-Style Malt Liquor                                                            0
##   American-Style Märzen / Oktoberfest                                                   0
##   Bamberg-Style Bock Rauchbier                                                          0
##   Bamberg-Style Märzen Rauchbier                                                        0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                              0
##   Barley Wine                                                                           0
##   Barrel-Aged                                                                           0
##   Belgian-style Fruit Beer                                                              0
##   Belgian-Style Fruit Lambic                                                            0
##   Belgian-Style Lambic                                                                  0
##   Belgian-Style Quadrupel                                                               0
##   Belgian-Style Table Beer                                                              0
##   Bitter                                                                                0
##   Black                                                                                 0
##   Blonde                                                                                0
##   Braggot                                                                               0
##   Brett Beer                                                                            0
##   Brown                                                                                 0
##   California Common Beer                                                                0
##   Chili Pepper Beer                                                                     0
##   Chocolate / Cocoa-Flavored Beer                                                       0
##   Coffee-Flavored Beer                                                                  0
##   Contemporary Gose                                                                     0
##   Dark American-Belgo-Style Ale                                                         0
##   Dortmunder / European-Style Export                                                    0
##   Double India Pale Ale                                                                 0
##   Dubbel                                                                                0
##   Dutch-Style Kuit, Kuyt or Koyt                                                        0
##   English-Style Dark Mild Ale                                                           0
##   English-Style Pale Mild Ale                                                           0
##   English-Style Summer Ale                                                              0
##   European-Style Dark / Münchner Dunkel                                                 0
##   Field Beer                                                                            0
##   Flavored Malt Beverage                                                                0
##   French-Style Bière de Garde                                                           0
##   Fresh "Wet" Hop Ale                                                                   0
##   Fruit Beer                                                                            0
##   Fruit Cider                                                                           0
##   German-Style Doppelbock                                                               0
##   German-Style Eisbock                                                                  0
##   German-Style Heller Bock/Maibock                                                      0
##   German-Style Leichtbier                                                               0
##   German-Style Leichtes Weizen / Weissbier                                              0
##   German-Style Märzen                                                                   0
##   German-Style Oktoberfest / Wiesen (Meadow)                                            0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                               0
##   German-Style Schwarzbier                                                              0
##   Gluten-Free Beer                                                                      0
##   Grodziskie                                                                            0
##   Herb and Spice Beer                                                                   0
##   Historical Beer                                                                       0
##   India Pale Ale                                                                        0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                         0
##   Kölsch                                                                                0
##   Lager                                                                                 0
##   Leipzig-Style Gose                                                                    0
##   Mixed Culture Brett Beer                                                              0
##   Münchner (Munich)-Style Helles                                                        0
##   Old Ale                                                                               0
##   Other Belgian-Style Ales                                                              0
##   Pale Ale                                                                              0
##   Pale American-Belgo-Style Ale                                                         0
##   Pilsener                                                                              0
##   Porter                                                                                0
##   Pumpkin Beer                                                                          0
##   Red                                                                                   0
##   Saison                                                                                0
##   Scotch Ale                                                                            0
##   Scottish-Style Export Ale                                                             0
##   Scottish-Style Heavy Ale                                                              0
##   Scottish-Style Light Ale                                                              0
##   Session Beer                                                                          0
##   Sour                                                                                  0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                               0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                   0
##   South German-Style Kristall Weizen / Kristall Weissbier                               0
##   South German-Style Weizenbock / Weissbock                                             0
##   Specialty Beer                                                                        0
##   Stout                                                                                 0
##   Strong Ale                                                                            0
##   Traditional German-Style Bock                                                         0
##   Tripel                                                                                0
##   Wheat                                                                                 0
##   Wild Beer                                                                             0
##                                                           
##                                                            Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)
##   Altbier                                                                                                         0
##   Amber                                                                                                           0
##   American-Style Malt Liquor                                                                                      0
##   American-Style Märzen / Oktoberfest                                                                             0
##   Bamberg-Style Bock Rauchbier                                                                                    0
##   Bamberg-Style Märzen Rauchbier                                                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                                        0
##   Barley Wine                                                                                                     0
##   Barrel-Aged                                                                                                     0
##   Belgian-style Fruit Beer                                                                                        0
##   Belgian-Style Fruit Lambic                                                                                      0
##   Belgian-Style Lambic                                                                                            0
##   Belgian-Style Quadrupel                                                                                         0
##   Belgian-Style Table Beer                                                                                        0
##   Bitter                                                                                                          0
##   Black                                                                                                           0
##   Blonde                                                                                                          0
##   Braggot                                                                                                         0
##   Brett Beer                                                                                                      0
##   Brown                                                                                                           0
##   California Common Beer                                                                                          0
##   Chili Pepper Beer                                                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                                                 0
##   Coffee-Flavored Beer                                                                                            0
##   Contemporary Gose                                                                                               0
##   Dark American-Belgo-Style Ale                                                                                   0
##   Dortmunder / European-Style Export                                                                              0
##   Double India Pale Ale                                                                                           0
##   Dubbel                                                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                                  0
##   English-Style Dark Mild Ale                                                                                     0
##   English-Style Pale Mild Ale                                                                                     0
##   English-Style Summer Ale                                                                                        0
##   European-Style Dark / Münchner Dunkel                                                                           0
##   Field Beer                                                                                                      0
##   Flavored Malt Beverage                                                                                          0
##   French-Style Bière de Garde                                                                                     0
##   Fresh "Wet" Hop Ale                                                                                             0
##   Fruit Beer                                                                                                      0
##   Fruit Cider                                                                                                     0
##   German-Style Doppelbock                                                                                         0
##   German-Style Eisbock                                                                                            0
##   German-Style Heller Bock/Maibock                                                                                0
##   German-Style Leichtbier                                                                                         0
##   German-Style Leichtes Weizen / Weissbier                                                                        0
##   German-Style Märzen                                                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                                         0
##   German-Style Schwarzbier                                                                                        0
##   Gluten-Free Beer                                                                                                0
##   Grodziskie                                                                                                      0
##   Herb and Spice Beer                                                                                             0
##   Historical Beer                                                                                                 0
##   India Pale Ale                                                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                                   0
##   Kölsch                                                                                                          0
##   Lager                                                                                                           0
##   Leipzig-Style Gose                                                                                              0
##   Mixed Culture Brett Beer                                                                                        0
##   Münchner (Munich)-Style Helles                                                                                  0
##   Old Ale                                                                                                         0
##   Other Belgian-Style Ales                                                                                        0
##   Pale Ale                                                                                                        0
##   Pale American-Belgo-Style Ale                                                                                   0
##   Pilsener                                                                                                        0
##   Porter                                                                                                          0
##   Pumpkin Beer                                                                                                    0
##   Red                                                                                                             0
##   Saison                                                                                                          0
##   Scotch Ale                                                                                                      0
##   Scottish-Style Export Ale                                                                                       0
##   Scottish-Style Heavy Ale                                                                                        0
##   Scottish-Style Light Ale                                                                                        0
##   Session Beer                                                                                                    0
##   Sour                                                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                                                         0
##   South German-Style Weizenbock / Weissbock                                                                       0
##   Specialty Beer                                                                                                  0
##   Stout                                                                                                           0
##   Strong Ale                                                                                                      0
##   Traditional German-Style Bock                                                                                   0
##   Tripel                                                                                                          0
##   Wheat                                                                                                           0
##   Wild Beer                                                                                                       0
##                                                           
##                                                            Barley Wine
##   Altbier                                                            0
##   Amber                                                              0
##   American-Style Malt Liquor                                         0
##   American-Style Märzen / Oktoberfest                                0
##   Bamberg-Style Bock Rauchbier                                       0
##   Bamberg-Style Märzen Rauchbier                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)           0
##   Barley Wine                                                        0
##   Barrel-Aged                                                        0
##   Belgian-style Fruit Beer                                           0
##   Belgian-Style Fruit Lambic                                         0
##   Belgian-Style Lambic                                               0
##   Belgian-Style Quadrupel                                            0
##   Belgian-Style Table Beer                                           0
##   Bitter                                                             0
##   Black                                                              0
##   Blonde                                                             0
##   Braggot                                                            0
##   Brett Beer                                                         0
##   Brown                                                              0
##   California Common Beer                                             0
##   Chili Pepper Beer                                                  0
##   Chocolate / Cocoa-Flavored Beer                                    0
##   Coffee-Flavored Beer                                               0
##   Contemporary Gose                                                  0
##   Dark American-Belgo-Style Ale                                      0
##   Dortmunder / European-Style Export                                 0
##   Double India Pale Ale                                              0
##   Dubbel                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                     0
##   English-Style Dark Mild Ale                                        0
##   English-Style Pale Mild Ale                                        0
##   English-Style Summer Ale                                           0
##   European-Style Dark / Münchner Dunkel                              0
##   Field Beer                                                         0
##   Flavored Malt Beverage                                             0
##   French-Style Bière de Garde                                        0
##   Fresh "Wet" Hop Ale                                                0
##   Fruit Beer                                                         0
##   Fruit Cider                                                        0
##   German-Style Doppelbock                                            0
##   German-Style Eisbock                                               0
##   German-Style Heller Bock/Maibock                                   0
##   German-Style Leichtbier                                            0
##   German-Style Leichtes Weizen / Weissbier                           0
##   German-Style Märzen                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast            0
##   German-Style Schwarzbier                                           0
##   Gluten-Free Beer                                                   0
##   Grodziskie                                                         0
##   Herb and Spice Beer                                                0
##   Historical Beer                                                    0
##   India Pale Ale                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                      0
##   Kölsch                                                             0
##   Lager                                                              0
##   Leipzig-Style Gose                                                 0
##   Mixed Culture Brett Beer                                           0
##   Münchner (Munich)-Style Helles                                     0
##   Old Ale                                                            0
##   Other Belgian-Style Ales                                           0
##   Pale Ale                                                           0
##   Pale American-Belgo-Style Ale                                      0
##   Pilsener                                                           0
##   Porter                                                             0
##   Pumpkin Beer                                                       0
##   Red                                                                0
##   Saison                                                             0
##   Scotch Ale                                                         0
##   Scottish-Style Export Ale                                          0
##   Scottish-Style Heavy Ale                                           0
##   Scottish-Style Light Ale                                           0
##   Session Beer                                                       0
##   Sour                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                0
##   South German-Style Kristall Weizen / Kristall Weissbier            0
##   South German-Style Weizenbock / Weissbock                          0
##   Specialty Beer                                                     0
##   Stout                                                              0
##   Strong Ale                                                         0
##   Traditional German-Style Bock                                      0
##   Tripel                                                             0
##   Wheat                                                              0
##   Wild Beer                                                          0
##                                                           
##                                                            Barrel-Aged
##   Altbier                                                            0
##   Amber                                                              0
##   American-Style Malt Liquor                                         0
##   American-Style Märzen / Oktoberfest                                0
##   Bamberg-Style Bock Rauchbier                                       0
##   Bamberg-Style Märzen Rauchbier                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)           0
##   Barley Wine                                                        0
##   Barrel-Aged                                                        0
##   Belgian-style Fruit Beer                                           0
##   Belgian-Style Fruit Lambic                                         0
##   Belgian-Style Lambic                                               0
##   Belgian-Style Quadrupel                                            0
##   Belgian-Style Table Beer                                           0
##   Bitter                                                             0
##   Black                                                              0
##   Blonde                                                             0
##   Braggot                                                            0
##   Brett Beer                                                         0
##   Brown                                                              0
##   California Common Beer                                             0
##   Chili Pepper Beer                                                  0
##   Chocolate / Cocoa-Flavored Beer                                    0
##   Coffee-Flavored Beer                                               0
##   Contemporary Gose                                                  0
##   Dark American-Belgo-Style Ale                                      0
##   Dortmunder / European-Style Export                                 0
##   Double India Pale Ale                                              0
##   Dubbel                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                     0
##   English-Style Dark Mild Ale                                        0
##   English-Style Pale Mild Ale                                        0
##   English-Style Summer Ale                                           0
##   European-Style Dark / Münchner Dunkel                              0
##   Field Beer                                                         0
##   Flavored Malt Beverage                                             0
##   French-Style Bière de Garde                                        0
##   Fresh "Wet" Hop Ale                                                0
##   Fruit Beer                                                         0
##   Fruit Cider                                                        0
##   German-Style Doppelbock                                            0
##   German-Style Eisbock                                               0
##   German-Style Heller Bock/Maibock                                   0
##   German-Style Leichtbier                                            0
##   German-Style Leichtes Weizen / Weissbier                           0
##   German-Style Märzen                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast            0
##   German-Style Schwarzbier                                           0
##   Gluten-Free Beer                                                   0
##   Grodziskie                                                         0
##   Herb and Spice Beer                                                0
##   Historical Beer                                                    0
##   India Pale Ale                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                      0
##   Kölsch                                                             0
##   Lager                                                              0
##   Leipzig-Style Gose                                                 0
##   Mixed Culture Brett Beer                                           0
##   Münchner (Munich)-Style Helles                                     0
##   Old Ale                                                            0
##   Other Belgian-Style Ales                                           0
##   Pale Ale                                                           0
##   Pale American-Belgo-Style Ale                                      0
##   Pilsener                                                           0
##   Porter                                                             0
##   Pumpkin Beer                                                       0
##   Red                                                                0
##   Saison                                                             0
##   Scotch Ale                                                         0
##   Scottish-Style Export Ale                                          0
##   Scottish-Style Heavy Ale                                           0
##   Scottish-Style Light Ale                                           0
##   Session Beer                                                       0
##   Sour                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                0
##   South German-Style Kristall Weizen / Kristall Weissbier            0
##   South German-Style Weizenbock / Weissbock                          0
##   Specialty Beer                                                     0
##   Stout                                                              0
##   Strong Ale                                                         0
##   Traditional German-Style Bock                                      0
##   Tripel                                                             0
##   Wheat                                                              0
##   Wild Beer                                                          0
##                                                           
##                                                            Belgian-style Fruit Beer
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Belgian-Style Fruit Lambic
##   Altbier                                                                           0
##   Amber                                                                             0
##   American-Style Malt Liquor                                                        0
##   American-Style Märzen / Oktoberfest                                               0
##   Bamberg-Style Bock Rauchbier                                                      0
##   Bamberg-Style Märzen Rauchbier                                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                          0
##   Barley Wine                                                                       0
##   Barrel-Aged                                                                       0
##   Belgian-style Fruit Beer                                                          0
##   Belgian-Style Fruit Lambic                                                        0
##   Belgian-Style Lambic                                                              0
##   Belgian-Style Quadrupel                                                           0
##   Belgian-Style Table Beer                                                          0
##   Bitter                                                                            0
##   Black                                                                             0
##   Blonde                                                                            0
##   Braggot                                                                           0
##   Brett Beer                                                                        0
##   Brown                                                                             0
##   California Common Beer                                                            0
##   Chili Pepper Beer                                                                 0
##   Chocolate / Cocoa-Flavored Beer                                                   0
##   Coffee-Flavored Beer                                                              0
##   Contemporary Gose                                                                 0
##   Dark American-Belgo-Style Ale                                                     0
##   Dortmunder / European-Style Export                                                0
##   Double India Pale Ale                                                             0
##   Dubbel                                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                                    0
##   English-Style Dark Mild Ale                                                       0
##   English-Style Pale Mild Ale                                                       0
##   English-Style Summer Ale                                                          0
##   European-Style Dark / Münchner Dunkel                                             0
##   Field Beer                                                                        0
##   Flavored Malt Beverage                                                            0
##   French-Style Bière de Garde                                                       0
##   Fresh "Wet" Hop Ale                                                               0
##   Fruit Beer                                                                        0
##   Fruit Cider                                                                       0
##   German-Style Doppelbock                                                           0
##   German-Style Eisbock                                                              0
##   German-Style Heller Bock/Maibock                                                  0
##   German-Style Leichtbier                                                           0
##   German-Style Leichtes Weizen / Weissbier                                          0
##   German-Style Märzen                                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                           0
##   German-Style Schwarzbier                                                          0
##   Gluten-Free Beer                                                                  0
##   Grodziskie                                                                        0
##   Herb and Spice Beer                                                               0
##   Historical Beer                                                                   0
##   India Pale Ale                                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                     0
##   Kölsch                                                                            0
##   Lager                                                                             0
##   Leipzig-Style Gose                                                                0
##   Mixed Culture Brett Beer                                                          0
##   Münchner (Munich)-Style Helles                                                    0
##   Old Ale                                                                           0
##   Other Belgian-Style Ales                                                          0
##   Pale Ale                                                                          0
##   Pale American-Belgo-Style Ale                                                     0
##   Pilsener                                                                          0
##   Porter                                                                            0
##   Pumpkin Beer                                                                      0
##   Red                                                                               0
##   Saison                                                                            0
##   Scotch Ale                                                                        0
##   Scottish-Style Export Ale                                                         0
##   Scottish-Style Heavy Ale                                                          0
##   Scottish-Style Light Ale                                                          0
##   Session Beer                                                                      0
##   Sour                                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                               0
##   South German-Style Kristall Weizen / Kristall Weissbier                           0
##   South German-Style Weizenbock / Weissbock                                         0
##   Specialty Beer                                                                    0
##   Stout                                                                             0
##   Strong Ale                                                                        0
##   Traditional German-Style Bock                                                     0
##   Tripel                                                                            0
##   Wheat                                                                             0
##   Wild Beer                                                                         0
##                                                           
##                                                            Belgian-Style Lambic
##   Altbier                                                                     0
##   Amber                                                                       0
##   American-Style Malt Liquor                                                  0
##   American-Style Märzen / Oktoberfest                                         0
##   Bamberg-Style Bock Rauchbier                                                0
##   Bamberg-Style Märzen Rauchbier                                              0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                    0
##   Barley Wine                                                                 0
##   Barrel-Aged                                                                 0
##   Belgian-style Fruit Beer                                                    0
##   Belgian-Style Fruit Lambic                                                  0
##   Belgian-Style Lambic                                                        0
##   Belgian-Style Quadrupel                                                     0
##   Belgian-Style Table Beer                                                    0
##   Bitter                                                                      0
##   Black                                                                       0
##   Blonde                                                                      0
##   Braggot                                                                     0
##   Brett Beer                                                                  0
##   Brown                                                                       0
##   California Common Beer                                                      0
##   Chili Pepper Beer                                                           0
##   Chocolate / Cocoa-Flavored Beer                                             0
##   Coffee-Flavored Beer                                                        0
##   Contemporary Gose                                                           0
##   Dark American-Belgo-Style Ale                                               0
##   Dortmunder / European-Style Export                                          0
##   Double India Pale Ale                                                       0
##   Dubbel                                                                      0
##   Dutch-Style Kuit, Kuyt or Koyt                                              0
##   English-Style Dark Mild Ale                                                 0
##   English-Style Pale Mild Ale                                                 0
##   English-Style Summer Ale                                                    0
##   European-Style Dark / Münchner Dunkel                                       0
##   Field Beer                                                                  0
##   Flavored Malt Beverage                                                      0
##   French-Style Bière de Garde                                                 0
##   Fresh "Wet" Hop Ale                                                         0
##   Fruit Beer                                                                  0
##   Fruit Cider                                                                 0
##   German-Style Doppelbock                                                     0
##   German-Style Eisbock                                                        0
##   German-Style Heller Bock/Maibock                                            0
##   German-Style Leichtbier                                                     0
##   German-Style Leichtes Weizen / Weissbier                                    0
##   German-Style Märzen                                                         0
##   German-Style Oktoberfest / Wiesen (Meadow)                                  0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                     0
##   German-Style Schwarzbier                                                    0
##   Gluten-Free Beer                                                            0
##   Grodziskie                                                                  0
##   Herb and Spice Beer                                                         0
##   Historical Beer                                                             0
##   India Pale Ale                                                              0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                               0
##   Kölsch                                                                      0
##   Lager                                                                       0
##   Leipzig-Style Gose                                                          0
##   Mixed Culture Brett Beer                                                    0
##   Münchner (Munich)-Style Helles                                              0
##   Old Ale                                                                     0
##   Other Belgian-Style Ales                                                    0
##   Pale Ale                                                                    0
##   Pale American-Belgo-Style Ale                                               0
##   Pilsener                                                                    0
##   Porter                                                                      0
##   Pumpkin Beer                                                                0
##   Red                                                                         0
##   Saison                                                                      0
##   Scotch Ale                                                                  0
##   Scottish-Style Export Ale                                                   0
##   Scottish-Style Heavy Ale                                                    0
##   Scottish-Style Light Ale                                                    0
##   Session Beer                                                                0
##   Sour                                                                        0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                         0
##   South German-Style Kristall Weizen / Kristall Weissbier                     0
##   South German-Style Weizenbock / Weissbock                                   0
##   Specialty Beer                                                              0
##   Stout                                                                       0
##   Strong Ale                                                                  0
##   Traditional German-Style Bock                                               0
##   Tripel                                                                      0
##   Wheat                                                                       0
##   Wild Beer                                                                   0
##                                                           
##                                                            Belgian-Style Quadrupel
##   Altbier                                                                        0
##   Amber                                                                          0
##   American-Style Malt Liquor                                                     0
##   American-Style Märzen / Oktoberfest                                            0
##   Bamberg-Style Bock Rauchbier                                                   0
##   Bamberg-Style Märzen Rauchbier                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                       0
##   Barley Wine                                                                    0
##   Barrel-Aged                                                                    0
##   Belgian-style Fruit Beer                                                       0
##   Belgian-Style Fruit Lambic                                                     0
##   Belgian-Style Lambic                                                           0
##   Belgian-Style Quadrupel                                                        0
##   Belgian-Style Table Beer                                                       0
##   Bitter                                                                         0
##   Black                                                                          0
##   Blonde                                                                         0
##   Braggot                                                                        0
##   Brett Beer                                                                     0
##   Brown                                                                          0
##   California Common Beer                                                         0
##   Chili Pepper Beer                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                0
##   Coffee-Flavored Beer                                                           0
##   Contemporary Gose                                                              0
##   Dark American-Belgo-Style Ale                                                  0
##   Dortmunder / European-Style Export                                             0
##   Double India Pale Ale                                                          0
##   Dubbel                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                 0
##   English-Style Dark Mild Ale                                                    0
##   English-Style Pale Mild Ale                                                    0
##   English-Style Summer Ale                                                       0
##   European-Style Dark / Münchner Dunkel                                          0
##   Field Beer                                                                     0
##   Flavored Malt Beverage                                                         0
##   French-Style Bière de Garde                                                    0
##   Fresh "Wet" Hop Ale                                                            0
##   Fruit Beer                                                                     0
##   Fruit Cider                                                                    0
##   German-Style Doppelbock                                                        0
##   German-Style Eisbock                                                           0
##   German-Style Heller Bock/Maibock                                               0
##   German-Style Leichtbier                                                        0
##   German-Style Leichtes Weizen / Weissbier                                       0
##   German-Style Märzen                                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                        0
##   German-Style Schwarzbier                                                       0
##   Gluten-Free Beer                                                               0
##   Grodziskie                                                                     0
##   Herb and Spice Beer                                                            0
##   Historical Beer                                                                0
##   India Pale Ale                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                  0
##   Kölsch                                                                         0
##   Lager                                                                          0
##   Leipzig-Style Gose                                                             0
##   Mixed Culture Brett Beer                                                       0
##   Münchner (Munich)-Style Helles                                                 0
##   Old Ale                                                                        0
##   Other Belgian-Style Ales                                                       0
##   Pale Ale                                                                       0
##   Pale American-Belgo-Style Ale                                                  0
##   Pilsener                                                                       0
##   Porter                                                                         0
##   Pumpkin Beer                                                                   0
##   Red                                                                            0
##   Saison                                                                         0
##   Scotch Ale                                                                     0
##   Scottish-Style Export Ale                                                      0
##   Scottish-Style Heavy Ale                                                       0
##   Scottish-Style Light Ale                                                       0
##   Session Beer                                                                   0
##   Sour                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                        0
##   South German-Style Weizenbock / Weissbock                                      0
##   Specialty Beer                                                                 0
##   Stout                                                                          0
##   Strong Ale                                                                     0
##   Traditional German-Style Bock                                                  0
##   Tripel                                                                         0
##   Wheat                                                                          0
##   Wild Beer                                                                      0
##                                                           
##                                                            Belgian-Style Table Beer
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Bitter Black
##   Altbier                                                       0     0
##   Amber                                                         0     0
##   American-Style Malt Liquor                                    0     0
##   American-Style Märzen / Oktoberfest                           0     0
##   Bamberg-Style Bock Rauchbier                                  0     0
##   Bamberg-Style Märzen Rauchbier                                0     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)      0     0
##   Barley Wine                                                   0     0
##   Barrel-Aged                                                   0     0
##   Belgian-style Fruit Beer                                      0     0
##   Belgian-Style Fruit Lambic                                    0     0
##   Belgian-Style Lambic                                          0     0
##   Belgian-Style Quadrupel                                       0     0
##   Belgian-Style Table Beer                                      0     0
##   Bitter                                                        0     0
##   Black                                                         0     0
##   Blonde                                                        0     0
##   Braggot                                                       0     0
##   Brett Beer                                                    0     0
##   Brown                                                         0     0
##   California Common Beer                                        0     0
##   Chili Pepper Beer                                             0     0
##   Chocolate / Cocoa-Flavored Beer                               0     0
##   Coffee-Flavored Beer                                          0     0
##   Contemporary Gose                                             0     0
##   Dark American-Belgo-Style Ale                                 0     0
##   Dortmunder / European-Style Export                            0     0
##   Double India Pale Ale                                         0     0
##   Dubbel                                                        0     0
##   Dutch-Style Kuit, Kuyt or Koyt                                0     0
##   English-Style Dark Mild Ale                                   0     0
##   English-Style Pale Mild Ale                                   0     0
##   English-Style Summer Ale                                      0     0
##   European-Style Dark / Münchner Dunkel                         0     0
##   Field Beer                                                    0     0
##   Flavored Malt Beverage                                        0     0
##   French-Style Bière de Garde                                   0     0
##   Fresh "Wet" Hop Ale                                           0     0
##   Fruit Beer                                                    0     0
##   Fruit Cider                                                   0     0
##   German-Style Doppelbock                                       0     0
##   German-Style Eisbock                                          0     0
##   German-Style Heller Bock/Maibock                              0     0
##   German-Style Leichtbier                                       0     0
##   German-Style Leichtes Weizen / Weissbier                      0     0
##   German-Style Märzen                                           0     0
##   German-Style Oktoberfest / Wiesen (Meadow)                    0     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast       0     0
##   German-Style Schwarzbier                                      0     0
##   Gluten-Free Beer                                              0     0
##   Grodziskie                                                    0     0
##   Herb and Spice Beer                                           0     0
##   Historical Beer                                               0     0
##   India Pale Ale                                                0     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                 0     0
##   Kölsch                                                        0     0
##   Lager                                                         0     0
##   Leipzig-Style Gose                                            0     0
##   Mixed Culture Brett Beer                                      0     0
##   Münchner (Munich)-Style Helles                                0     0
##   Old Ale                                                       0     0
##   Other Belgian-Style Ales                                      0     0
##   Pale Ale                                                      0     0
##   Pale American-Belgo-Style Ale                                 0     0
##   Pilsener                                                      0     0
##   Porter                                                        0     0
##   Pumpkin Beer                                                  0     0
##   Red                                                           0     0
##   Saison                                                        0     0
##   Scotch Ale                                                    0     0
##   Scottish-Style Export Ale                                     0     0
##   Scottish-Style Heavy Ale                                      0     0
##   Scottish-Style Light Ale                                      0     0
##   Session Beer                                                  0     0
##   Sour                                                          0     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier       0     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier           0     0
##   South German-Style Kristall Weizen / Kristall Weissbier       0     0
##   South German-Style Weizenbock / Weissbock                     0     0
##   Specialty Beer                                                0     0
##   Stout                                                         0     0
##   Strong Ale                                                    0     0
##   Traditional German-Style Bock                                 0     0
##   Tripel                                                        0     0
##   Wheat                                                         0     0
##   Wild Beer                                                     0     0
##                                                           
##                                                            Blonde Braggot
##   Altbier                                                       0       0
##   Amber                                                         0       0
##   American-Style Malt Liquor                                    0       0
##   American-Style Märzen / Oktoberfest                           0       0
##   Bamberg-Style Bock Rauchbier                                  0       0
##   Bamberg-Style Märzen Rauchbier                                0       0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)      0       0
##   Barley Wine                                                   0       0
##   Barrel-Aged                                                   0       0
##   Belgian-style Fruit Beer                                      0       0
##   Belgian-Style Fruit Lambic                                    0       0
##   Belgian-Style Lambic                                          0       0
##   Belgian-Style Quadrupel                                       0       0
##   Belgian-Style Table Beer                                      0       0
##   Bitter                                                        0       0
##   Black                                                         0       0
##   Blonde                                                        0       0
##   Braggot                                                       0       0
##   Brett Beer                                                    0       0
##   Brown                                                         0       0
##   California Common Beer                                        0       0
##   Chili Pepper Beer                                             0       0
##   Chocolate / Cocoa-Flavored Beer                               0       0
##   Coffee-Flavored Beer                                          0       0
##   Contemporary Gose                                             0       0
##   Dark American-Belgo-Style Ale                                 0       0
##   Dortmunder / European-Style Export                            0       0
##   Double India Pale Ale                                         0       0
##   Dubbel                                                        0       0
##   Dutch-Style Kuit, Kuyt or Koyt                                0       0
##   English-Style Dark Mild Ale                                   0       0
##   English-Style Pale Mild Ale                                   0       0
##   English-Style Summer Ale                                      0       0
##   European-Style Dark / Münchner Dunkel                         0       0
##   Field Beer                                                    0       0
##   Flavored Malt Beverage                                        0       0
##   French-Style Bière de Garde                                   0       0
##   Fresh "Wet" Hop Ale                                           0       0
##   Fruit Beer                                                    0       0
##   Fruit Cider                                                   0       0
##   German-Style Doppelbock                                       0       0
##   German-Style Eisbock                                          0       0
##   German-Style Heller Bock/Maibock                              0       0
##   German-Style Leichtbier                                       0       0
##   German-Style Leichtes Weizen / Weissbier                      0       0
##   German-Style Märzen                                           0       0
##   German-Style Oktoberfest / Wiesen (Meadow)                    0       0
##   German-Style Rye Ale (Roggenbier) with or without Yeast       0       0
##   German-Style Schwarzbier                                      0       0
##   Gluten-Free Beer                                              0       0
##   Grodziskie                                                    0       0
##   Herb and Spice Beer                                           0       0
##   Historical Beer                                               0       0
##   India Pale Ale                                                0       0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                 0       0
##   Kölsch                                                        0       0
##   Lager                                                         0       0
##   Leipzig-Style Gose                                            0       0
##   Mixed Culture Brett Beer                                      0       0
##   Münchner (Munich)-Style Helles                                0       0
##   Old Ale                                                       0       0
##   Other Belgian-Style Ales                                      0       0
##   Pale Ale                                                      0       0
##   Pale American-Belgo-Style Ale                                 0       0
##   Pilsener                                                      0       0
##   Porter                                                        0       0
##   Pumpkin Beer                                                  0       0
##   Red                                                           0       0
##   Saison                                                        0       0
##   Scotch Ale                                                    0       0
##   Scottish-Style Export Ale                                     0       0
##   Scottish-Style Heavy Ale                                      0       0
##   Scottish-Style Light Ale                                      0       0
##   Session Beer                                                  0       0
##   Sour                                                          0       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier       0       0
##   South German-Style Dunkel Weizen / Dunkel Weissbier           0       0
##   South German-Style Kristall Weizen / Kristall Weissbier       0       0
##   South German-Style Weizenbock / Weissbock                     0       0
##   Specialty Beer                                                0       0
##   Stout                                                         0       0
##   Strong Ale                                                    0       0
##   Traditional German-Style Bock                                 0       0
##   Tripel                                                        0       0
##   Wheat                                                         0       0
##   Wild Beer                                                     0       0
##                                                           
##                                                            Brett Beer
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          0
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            0
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                             0
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 0
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             0
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           0
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               0
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             0
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          0
##   Pale Ale                                                          0
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            0
##   Pumpkin Beer                                                      0
##   Red                                                               0
##   Saison                                                            0
##   Scotch Ale                                                        0
##   Scottish-Style Export Ale                                         0
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               0
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    0
##   Stout                                                             0
##   Strong Ale                                                        0
##   Traditional German-Style Bock                                     0
##   Tripel                                                            0
##   Wheat                                                             0
##   Wild Beer                                                         0
##                                                           
##                                                            Brown
##   Altbier                                                      0
##   Amber                                                        0
##   American-Style Malt Liquor                                   0
##   American-Style Märzen / Oktoberfest                          0
##   Bamberg-Style Bock Rauchbier                                 0
##   Bamberg-Style Märzen Rauchbier                               0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)     0
##   Barley Wine                                                  0
##   Barrel-Aged                                                  0
##   Belgian-style Fruit Beer                                     0
##   Belgian-Style Fruit Lambic                                   0
##   Belgian-Style Lambic                                         0
##   Belgian-Style Quadrupel                                      0
##   Belgian-Style Table Beer                                     0
##   Bitter                                                       0
##   Black                                                        0
##   Blonde                                                       0
##   Braggot                                                      0
##   Brett Beer                                                   0
##   Brown                                                        2
##   California Common Beer                                       0
##   Chili Pepper Beer                                            0
##   Chocolate / Cocoa-Flavored Beer                              0
##   Coffee-Flavored Beer                                         0
##   Contemporary Gose                                            0
##   Dark American-Belgo-Style Ale                                0
##   Dortmunder / European-Style Export                           0
##   Double India Pale Ale                                        0
##   Dubbel                                                       0
##   Dutch-Style Kuit, Kuyt or Koyt                               0
##   English-Style Dark Mild Ale                                  0
##   English-Style Pale Mild Ale                                  0
##   English-Style Summer Ale                                     0
##   European-Style Dark / Münchner Dunkel                        0
##   Field Beer                                                   0
##   Flavored Malt Beverage                                       0
##   French-Style Bière de Garde                                  0
##   Fresh "Wet" Hop Ale                                          0
##   Fruit Beer                                                   0
##   Fruit Cider                                                  0
##   German-Style Doppelbock                                      0
##   German-Style Eisbock                                         0
##   German-Style Heller Bock/Maibock                             0
##   German-Style Leichtbier                                      0
##   German-Style Leichtes Weizen / Weissbier                     0
##   German-Style Märzen                                          0
##   German-Style Oktoberfest / Wiesen (Meadow)                   0
##   German-Style Rye Ale (Roggenbier) with or without Yeast      0
##   German-Style Schwarzbier                                     0
##   Gluten-Free Beer                                             0
##   Grodziskie                                                   0
##   Herb and Spice Beer                                          0
##   Historical Beer                                              0
##   India Pale Ale                                               0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                0
##   Kölsch                                                       0
##   Lager                                                        0
##   Leipzig-Style Gose                                           0
##   Mixed Culture Brett Beer                                     0
##   Münchner (Munich)-Style Helles                               0
##   Old Ale                                                      0
##   Other Belgian-Style Ales                                     0
##   Pale Ale                                                     0
##   Pale American-Belgo-Style Ale                                0
##   Pilsener                                                     0
##   Porter                                                       1
##   Pumpkin Beer                                                 0
##   Red                                                          0
##   Saison                                                       0
##   Scotch Ale                                                   0
##   Scottish-Style Export Ale                                    0
##   Scottish-Style Heavy Ale                                     0
##   Scottish-Style Light Ale                                     0
##   Session Beer                                                 0
##   Sour                                                         0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier          0
##   South German-Style Kristall Weizen / Kristall Weissbier      0
##   South German-Style Weizenbock / Weissbock                    0
##   Specialty Beer                                               0
##   Stout                                                        0
##   Strong Ale                                                   0
##   Traditional German-Style Bock                                0
##   Tripel                                                       0
##   Wheat                                                        0
##   Wild Beer                                                    0
##                                                           
##                                                            California Common Beer
##   Altbier                                                                       0
##   Amber                                                                         0
##   American-Style Malt Liquor                                                    0
##   American-Style Märzen / Oktoberfest                                           0
##   Bamberg-Style Bock Rauchbier                                                  0
##   Bamberg-Style Märzen Rauchbier                                                0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                      0
##   Barley Wine                                                                   0
##   Barrel-Aged                                                                   0
##   Belgian-style Fruit Beer                                                      0
##   Belgian-Style Fruit Lambic                                                    0
##   Belgian-Style Lambic                                                          0
##   Belgian-Style Quadrupel                                                       0
##   Belgian-Style Table Beer                                                      0
##   Bitter                                                                        0
##   Black                                                                         0
##   Blonde                                                                        0
##   Braggot                                                                       0
##   Brett Beer                                                                    0
##   Brown                                                                         0
##   California Common Beer                                                        0
##   Chili Pepper Beer                                                             0
##   Chocolate / Cocoa-Flavored Beer                                               0
##   Coffee-Flavored Beer                                                          0
##   Contemporary Gose                                                             0
##   Dark American-Belgo-Style Ale                                                 0
##   Dortmunder / European-Style Export                                            0
##   Double India Pale Ale                                                         0
##   Dubbel                                                                        0
##   Dutch-Style Kuit, Kuyt or Koyt                                                0
##   English-Style Dark Mild Ale                                                   0
##   English-Style Pale Mild Ale                                                   0
##   English-Style Summer Ale                                                      0
##   European-Style Dark / Münchner Dunkel                                         0
##   Field Beer                                                                    0
##   Flavored Malt Beverage                                                        0
##   French-Style Bière de Garde                                                   0
##   Fresh "Wet" Hop Ale                                                           0
##   Fruit Beer                                                                    0
##   Fruit Cider                                                                   0
##   German-Style Doppelbock                                                       0
##   German-Style Eisbock                                                          0
##   German-Style Heller Bock/Maibock                                              0
##   German-Style Leichtbier                                                       0
##   German-Style Leichtes Weizen / Weissbier                                      0
##   German-Style Märzen                                                           0
##   German-Style Oktoberfest / Wiesen (Meadow)                                    0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                       0
##   German-Style Schwarzbier                                                      0
##   Gluten-Free Beer                                                              0
##   Grodziskie                                                                    0
##   Herb and Spice Beer                                                           0
##   Historical Beer                                                               0
##   India Pale Ale                                                                0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                 0
##   Kölsch                                                                        0
##   Lager                                                                         0
##   Leipzig-Style Gose                                                            0
##   Mixed Culture Brett Beer                                                      0
##   Münchner (Munich)-Style Helles                                                0
##   Old Ale                                                                       0
##   Other Belgian-Style Ales                                                      0
##   Pale Ale                                                                      0
##   Pale American-Belgo-Style Ale                                                 0
##   Pilsener                                                                      0
##   Porter                                                                        0
##   Pumpkin Beer                                                                  0
##   Red                                                                           0
##   Saison                                                                        0
##   Scotch Ale                                                                    0
##   Scottish-Style Export Ale                                                     0
##   Scottish-Style Heavy Ale                                                      0
##   Scottish-Style Light Ale                                                      0
##   Session Beer                                                                  0
##   Sour                                                                          0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                       0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                           0
##   South German-Style Kristall Weizen / Kristall Weissbier                       0
##   South German-Style Weizenbock / Weissbock                                     0
##   Specialty Beer                                                                0
##   Stout                                                                         0
##   Strong Ale                                                                    0
##   Traditional German-Style Bock                                                 0
##   Tripel                                                                        0
##   Wheat                                                                         0
##   Wild Beer                                                                     0
##                                                           
##                                                            Chili Pepper Beer
##   Altbier                                                                  0
##   Amber                                                                    0
##   American-Style Malt Liquor                                               0
##   American-Style Märzen / Oktoberfest                                      0
##   Bamberg-Style Bock Rauchbier                                             0
##   Bamberg-Style Märzen Rauchbier                                           0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                 0
##   Barley Wine                                                              0
##   Barrel-Aged                                                              0
##   Belgian-style Fruit Beer                                                 0
##   Belgian-Style Fruit Lambic                                               0
##   Belgian-Style Lambic                                                     0
##   Belgian-Style Quadrupel                                                  0
##   Belgian-Style Table Beer                                                 0
##   Bitter                                                                   0
##   Black                                                                    0
##   Blonde                                                                   0
##   Braggot                                                                  0
##   Brett Beer                                                               0
##   Brown                                                                    0
##   California Common Beer                                                   0
##   Chili Pepper Beer                                                        0
##   Chocolate / Cocoa-Flavored Beer                                          0
##   Coffee-Flavored Beer                                                     0
##   Contemporary Gose                                                        0
##   Dark American-Belgo-Style Ale                                            0
##   Dortmunder / European-Style Export                                       0
##   Double India Pale Ale                                                    0
##   Dubbel                                                                   0
##   Dutch-Style Kuit, Kuyt or Koyt                                           0
##   English-Style Dark Mild Ale                                              0
##   English-Style Pale Mild Ale                                              0
##   English-Style Summer Ale                                                 0
##   European-Style Dark / Münchner Dunkel                                    0
##   Field Beer                                                               0
##   Flavored Malt Beverage                                                   0
##   French-Style Bière de Garde                                              0
##   Fresh "Wet" Hop Ale                                                      0
##   Fruit Beer                                                               0
##   Fruit Cider                                                              0
##   German-Style Doppelbock                                                  0
##   German-Style Eisbock                                                     0
##   German-Style Heller Bock/Maibock                                         0
##   German-Style Leichtbier                                                  0
##   German-Style Leichtes Weizen / Weissbier                                 0
##   German-Style Märzen                                                      0
##   German-Style Oktoberfest / Wiesen (Meadow)                               0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                  0
##   German-Style Schwarzbier                                                 0
##   Gluten-Free Beer                                                         0
##   Grodziskie                                                               0
##   Herb and Spice Beer                                                      0
##   Historical Beer                                                          0
##   India Pale Ale                                                           0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                            0
##   Kölsch                                                                   0
##   Lager                                                                    0
##   Leipzig-Style Gose                                                       0
##   Mixed Culture Brett Beer                                                 0
##   Münchner (Munich)-Style Helles                                           0
##   Old Ale                                                                  0
##   Other Belgian-Style Ales                                                 0
##   Pale Ale                                                                 0
##   Pale American-Belgo-Style Ale                                            0
##   Pilsener                                                                 0
##   Porter                                                                   0
##   Pumpkin Beer                                                             0
##   Red                                                                      0
##   Saison                                                                   0
##   Scotch Ale                                                               0
##   Scottish-Style Export Ale                                                0
##   Scottish-Style Heavy Ale                                                 0
##   Scottish-Style Light Ale                                                 0
##   Session Beer                                                             0
##   Sour                                                                     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                  0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                      0
##   South German-Style Kristall Weizen / Kristall Weissbier                  0
##   South German-Style Weizenbock / Weissbock                                0
##   Specialty Beer                                                           0
##   Stout                                                                    0
##   Strong Ale                                                               0
##   Traditional German-Style Bock                                            0
##   Tripel                                                                   0
##   Wheat                                                                    0
##   Wild Beer                                                                0
##                                                           
##                                                            Chocolate / Cocoa-Flavored Beer
##   Altbier                                                                                0
##   Amber                                                                                  0
##   American-Style Malt Liquor                                                             0
##   American-Style Märzen / Oktoberfest                                                    0
##   Bamberg-Style Bock Rauchbier                                                           0
##   Bamberg-Style Märzen Rauchbier                                                         0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                               0
##   Barley Wine                                                                            0
##   Barrel-Aged                                                                            0
##   Belgian-style Fruit Beer                                                               0
##   Belgian-Style Fruit Lambic                                                             0
##   Belgian-Style Lambic                                                                   0
##   Belgian-Style Quadrupel                                                                0
##   Belgian-Style Table Beer                                                               0
##   Bitter                                                                                 0
##   Black                                                                                  0
##   Blonde                                                                                 0
##   Braggot                                                                                0
##   Brett Beer                                                                             0
##   Brown                                                                                  0
##   California Common Beer                                                                 0
##   Chili Pepper Beer                                                                      0
##   Chocolate / Cocoa-Flavored Beer                                                        0
##   Coffee-Flavored Beer                                                                   0
##   Contemporary Gose                                                                      0
##   Dark American-Belgo-Style Ale                                                          0
##   Dortmunder / European-Style Export                                                     0
##   Double India Pale Ale                                                                  0
##   Dubbel                                                                                 0
##   Dutch-Style Kuit, Kuyt or Koyt                                                         0
##   English-Style Dark Mild Ale                                                            0
##   English-Style Pale Mild Ale                                                            0
##   English-Style Summer Ale                                                               0
##   European-Style Dark / Münchner Dunkel                                                  0
##   Field Beer                                                                             0
##   Flavored Malt Beverage                                                                 0
##   French-Style Bière de Garde                                                            0
##   Fresh "Wet" Hop Ale                                                                    0
##   Fruit Beer                                                                             0
##   Fruit Cider                                                                            0
##   German-Style Doppelbock                                                                0
##   German-Style Eisbock                                                                   0
##   German-Style Heller Bock/Maibock                                                       0
##   German-Style Leichtbier                                                                0
##   German-Style Leichtes Weizen / Weissbier                                               0
##   German-Style Märzen                                                                    0
##   German-Style Oktoberfest / Wiesen (Meadow)                                             0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                0
##   German-Style Schwarzbier                                                               0
##   Gluten-Free Beer                                                                       0
##   Grodziskie                                                                             0
##   Herb and Spice Beer                                                                    0
##   Historical Beer                                                                        0
##   India Pale Ale                                                                         0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                          0
##   Kölsch                                                                                 0
##   Lager                                                                                  0
##   Leipzig-Style Gose                                                                     0
##   Mixed Culture Brett Beer                                                               0
##   Münchner (Munich)-Style Helles                                                         0
##   Old Ale                                                                                0
##   Other Belgian-Style Ales                                                               0
##   Pale Ale                                                                               0
##   Pale American-Belgo-Style Ale                                                          0
##   Pilsener                                                                               0
##   Porter                                                                                 0
##   Pumpkin Beer                                                                           0
##   Red                                                                                    0
##   Saison                                                                                 0
##   Scotch Ale                                                                             0
##   Scottish-Style Export Ale                                                              0
##   Scottish-Style Heavy Ale                                                               0
##   Scottish-Style Light Ale                                                               0
##   Session Beer                                                                           0
##   Sour                                                                                   0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                    0
##   South German-Style Kristall Weizen / Kristall Weissbier                                0
##   South German-Style Weizenbock / Weissbock                                              0
##   Specialty Beer                                                                         0
##   Stout                                                                                  0
##   Strong Ale                                                                             0
##   Traditional German-Style Bock                                                          0
##   Tripel                                                                                 0
##   Wheat                                                                                  0
##   Wild Beer                                                                              0
##                                                           
##                                                            Coffee-Flavored Beer
##   Altbier                                                                     0
##   Amber                                                                       0
##   American-Style Malt Liquor                                                  0
##   American-Style Märzen / Oktoberfest                                         0
##   Bamberg-Style Bock Rauchbier                                                0
##   Bamberg-Style Märzen Rauchbier                                              0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                    0
##   Barley Wine                                                                 0
##   Barrel-Aged                                                                 0
##   Belgian-style Fruit Beer                                                    0
##   Belgian-Style Fruit Lambic                                                  0
##   Belgian-Style Lambic                                                        0
##   Belgian-Style Quadrupel                                                     0
##   Belgian-Style Table Beer                                                    0
##   Bitter                                                                      0
##   Black                                                                       0
##   Blonde                                                                      0
##   Braggot                                                                     0
##   Brett Beer                                                                  0
##   Brown                                                                       0
##   California Common Beer                                                      0
##   Chili Pepper Beer                                                           0
##   Chocolate / Cocoa-Flavored Beer                                             0
##   Coffee-Flavored Beer                                                        0
##   Contemporary Gose                                                           0
##   Dark American-Belgo-Style Ale                                               0
##   Dortmunder / European-Style Export                                          0
##   Double India Pale Ale                                                       0
##   Dubbel                                                                      0
##   Dutch-Style Kuit, Kuyt or Koyt                                              0
##   English-Style Dark Mild Ale                                                 0
##   English-Style Pale Mild Ale                                                 0
##   English-Style Summer Ale                                                    0
##   European-Style Dark / Münchner Dunkel                                       0
##   Field Beer                                                                  0
##   Flavored Malt Beverage                                                      0
##   French-Style Bière de Garde                                                 0
##   Fresh "Wet" Hop Ale                                                         0
##   Fruit Beer                                                                  0
##   Fruit Cider                                                                 0
##   German-Style Doppelbock                                                     0
##   German-Style Eisbock                                                        0
##   German-Style Heller Bock/Maibock                                            0
##   German-Style Leichtbier                                                     0
##   German-Style Leichtes Weizen / Weissbier                                    0
##   German-Style Märzen                                                         0
##   German-Style Oktoberfest / Wiesen (Meadow)                                  0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                     0
##   German-Style Schwarzbier                                                    0
##   Gluten-Free Beer                                                            0
##   Grodziskie                                                                  0
##   Herb and Spice Beer                                                         0
##   Historical Beer                                                             0
##   India Pale Ale                                                              0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                               0
##   Kölsch                                                                      0
##   Lager                                                                       0
##   Leipzig-Style Gose                                                          0
##   Mixed Culture Brett Beer                                                    0
##   Münchner (Munich)-Style Helles                                              0
##   Old Ale                                                                     0
##   Other Belgian-Style Ales                                                    0
##   Pale Ale                                                                    0
##   Pale American-Belgo-Style Ale                                               0
##   Pilsener                                                                    0
##   Porter                                                                      0
##   Pumpkin Beer                                                                0
##   Red                                                                         0
##   Saison                                                                      0
##   Scotch Ale                                                                  0
##   Scottish-Style Export Ale                                                   0
##   Scottish-Style Heavy Ale                                                    0
##   Scottish-Style Light Ale                                                    0
##   Session Beer                                                                0
##   Sour                                                                        0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                         0
##   South German-Style Kristall Weizen / Kristall Weissbier                     0
##   South German-Style Weizenbock / Weissbock                                   0
##   Specialty Beer                                                              0
##   Stout                                                                       0
##   Strong Ale                                                                  0
##   Traditional German-Style Bock                                               0
##   Tripel                                                                      0
##   Wheat                                                                       0
##   Wild Beer                                                                   0
##                                                           
##                                                            Contemporary Gose
##   Altbier                                                                  0
##   Amber                                                                    0
##   American-Style Malt Liquor                                               0
##   American-Style Märzen / Oktoberfest                                      0
##   Bamberg-Style Bock Rauchbier                                             0
##   Bamberg-Style Märzen Rauchbier                                           0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                 0
##   Barley Wine                                                              0
##   Barrel-Aged                                                              0
##   Belgian-style Fruit Beer                                                 0
##   Belgian-Style Fruit Lambic                                               0
##   Belgian-Style Lambic                                                     0
##   Belgian-Style Quadrupel                                                  0
##   Belgian-Style Table Beer                                                 0
##   Bitter                                                                   0
##   Black                                                                    0
##   Blonde                                                                   0
##   Braggot                                                                  0
##   Brett Beer                                                               0
##   Brown                                                                    0
##   California Common Beer                                                   0
##   Chili Pepper Beer                                                        0
##   Chocolate / Cocoa-Flavored Beer                                          0
##   Coffee-Flavored Beer                                                     0
##   Contemporary Gose                                                        0
##   Dark American-Belgo-Style Ale                                            0
##   Dortmunder / European-Style Export                                       0
##   Double India Pale Ale                                                    0
##   Dubbel                                                                   0
##   Dutch-Style Kuit, Kuyt or Koyt                                           0
##   English-Style Dark Mild Ale                                              0
##   English-Style Pale Mild Ale                                              0
##   English-Style Summer Ale                                                 0
##   European-Style Dark / Münchner Dunkel                                    0
##   Field Beer                                                               0
##   Flavored Malt Beverage                                                   0
##   French-Style Bière de Garde                                              0
##   Fresh "Wet" Hop Ale                                                      0
##   Fruit Beer                                                               0
##   Fruit Cider                                                              0
##   German-Style Doppelbock                                                  0
##   German-Style Eisbock                                                     0
##   German-Style Heller Bock/Maibock                                         0
##   German-Style Leichtbier                                                  0
##   German-Style Leichtes Weizen / Weissbier                                 0
##   German-Style Märzen                                                      0
##   German-Style Oktoberfest / Wiesen (Meadow)                               0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                  0
##   German-Style Schwarzbier                                                 0
##   Gluten-Free Beer                                                         0
##   Grodziskie                                                               0
##   Herb and Spice Beer                                                      0
##   Historical Beer                                                          0
##   India Pale Ale                                                           0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                            0
##   Kölsch                                                                   0
##   Lager                                                                    0
##   Leipzig-Style Gose                                                       0
##   Mixed Culture Brett Beer                                                 0
##   Münchner (Munich)-Style Helles                                           0
##   Old Ale                                                                  0
##   Other Belgian-Style Ales                                                 0
##   Pale Ale                                                                 0
##   Pale American-Belgo-Style Ale                                            0
##   Pilsener                                                                 0
##   Porter                                                                   0
##   Pumpkin Beer                                                             0
##   Red                                                                      0
##   Saison                                                                   0
##   Scotch Ale                                                               0
##   Scottish-Style Export Ale                                                0
##   Scottish-Style Heavy Ale                                                 0
##   Scottish-Style Light Ale                                                 0
##   Session Beer                                                             0
##   Sour                                                                     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                  0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                      0
##   South German-Style Kristall Weizen / Kristall Weissbier                  0
##   South German-Style Weizenbock / Weissbock                                0
##   Specialty Beer                                                           0
##   Stout                                                                    0
##   Strong Ale                                                               0
##   Traditional German-Style Bock                                            0
##   Tripel                                                                   0
##   Wheat                                                                    0
##   Wild Beer                                                                0
##                                                           
##                                                            Dark American-Belgo-Style Ale
##   Altbier                                                                              0
##   Amber                                                                                0
##   American-Style Malt Liquor                                                           0
##   American-Style Märzen / Oktoberfest                                                  0
##   Bamberg-Style Bock Rauchbier                                                         0
##   Bamberg-Style Märzen Rauchbier                                                       0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                             0
##   Barley Wine                                                                          0
##   Barrel-Aged                                                                          0
##   Belgian-style Fruit Beer                                                             0
##   Belgian-Style Fruit Lambic                                                           0
##   Belgian-Style Lambic                                                                 0
##   Belgian-Style Quadrupel                                                              0
##   Belgian-Style Table Beer                                                             0
##   Bitter                                                                               0
##   Black                                                                                0
##   Blonde                                                                               0
##   Braggot                                                                              0
##   Brett Beer                                                                           0
##   Brown                                                                                0
##   California Common Beer                                                               0
##   Chili Pepper Beer                                                                    0
##   Chocolate / Cocoa-Flavored Beer                                                      0
##   Coffee-Flavored Beer                                                                 0
##   Contemporary Gose                                                                    0
##   Dark American-Belgo-Style Ale                                                        0
##   Dortmunder / European-Style Export                                                   0
##   Double India Pale Ale                                                                0
##   Dubbel                                                                               0
##   Dutch-Style Kuit, Kuyt or Koyt                                                       0
##   English-Style Dark Mild Ale                                                          0
##   English-Style Pale Mild Ale                                                          0
##   English-Style Summer Ale                                                             0
##   European-Style Dark / Münchner Dunkel                                                0
##   Field Beer                                                                           0
##   Flavored Malt Beverage                                                               0
##   French-Style Bière de Garde                                                          0
##   Fresh "Wet" Hop Ale                                                                  0
##   Fruit Beer                                                                           0
##   Fruit Cider                                                                          0
##   German-Style Doppelbock                                                              0
##   German-Style Eisbock                                                                 0
##   German-Style Heller Bock/Maibock                                                     0
##   German-Style Leichtbier                                                              0
##   German-Style Leichtes Weizen / Weissbier                                             0
##   German-Style Märzen                                                                  0
##   German-Style Oktoberfest / Wiesen (Meadow)                                           0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                              0
##   German-Style Schwarzbier                                                             0
##   Gluten-Free Beer                                                                     0
##   Grodziskie                                                                           0
##   Herb and Spice Beer                                                                  0
##   Historical Beer                                                                      0
##   India Pale Ale                                                                       0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                        0
##   Kölsch                                                                               0
##   Lager                                                                                0
##   Leipzig-Style Gose                                                                   0
##   Mixed Culture Brett Beer                                                             0
##   Münchner (Munich)-Style Helles                                                       0
##   Old Ale                                                                              0
##   Other Belgian-Style Ales                                                             0
##   Pale Ale                                                                             0
##   Pale American-Belgo-Style Ale                                                        0
##   Pilsener                                                                             0
##   Porter                                                                               0
##   Pumpkin Beer                                                                         0
##   Red                                                                                  0
##   Saison                                                                               0
##   Scotch Ale                                                                           0
##   Scottish-Style Export Ale                                                            0
##   Scottish-Style Heavy Ale                                                             0
##   Scottish-Style Light Ale                                                             0
##   Session Beer                                                                         0
##   Sour                                                                                 0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                              0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                  0
##   South German-Style Kristall Weizen / Kristall Weissbier                              0
##   South German-Style Weizenbock / Weissbock                                            0
##   Specialty Beer                                                                       0
##   Stout                                                                                0
##   Strong Ale                                                                           0
##   Traditional German-Style Bock                                                        0
##   Tripel                                                                               0
##   Wheat                                                                                0
##   Wild Beer                                                                            0
##                                                           
##                                                            Dortmunder / European-Style Export
##   Altbier                                                                                   0
##   Amber                                                                                     0
##   American-Style Malt Liquor                                                                0
##   American-Style Märzen / Oktoberfest                                                       0
##   Bamberg-Style Bock Rauchbier                                                              0
##   Bamberg-Style Märzen Rauchbier                                                            0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                  0
##   Barley Wine                                                                               0
##   Barrel-Aged                                                                               0
##   Belgian-style Fruit Beer                                                                  0
##   Belgian-Style Fruit Lambic                                                                0
##   Belgian-Style Lambic                                                                      0
##   Belgian-Style Quadrupel                                                                   0
##   Belgian-Style Table Beer                                                                  0
##   Bitter                                                                                    0
##   Black                                                                                     0
##   Blonde                                                                                    0
##   Braggot                                                                                   0
##   Brett Beer                                                                                0
##   Brown                                                                                     0
##   California Common Beer                                                                    0
##   Chili Pepper Beer                                                                         0
##   Chocolate / Cocoa-Flavored Beer                                                           0
##   Coffee-Flavored Beer                                                                      0
##   Contemporary Gose                                                                         0
##   Dark American-Belgo-Style Ale                                                             0
##   Dortmunder / European-Style Export                                                        0
##   Double India Pale Ale                                                                     0
##   Dubbel                                                                                    0
##   Dutch-Style Kuit, Kuyt or Koyt                                                            0
##   English-Style Dark Mild Ale                                                               0
##   English-Style Pale Mild Ale                                                               0
##   English-Style Summer Ale                                                                  0
##   European-Style Dark / Münchner Dunkel                                                     0
##   Field Beer                                                                                0
##   Flavored Malt Beverage                                                                    0
##   French-Style Bière de Garde                                                               0
##   Fresh "Wet" Hop Ale                                                                       0
##   Fruit Beer                                                                                0
##   Fruit Cider                                                                               0
##   German-Style Doppelbock                                                                   0
##   German-Style Eisbock                                                                      0
##   German-Style Heller Bock/Maibock                                                          0
##   German-Style Leichtbier                                                                   0
##   German-Style Leichtes Weizen / Weissbier                                                  0
##   German-Style Märzen                                                                       0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                   0
##   German-Style Schwarzbier                                                                  0
##   Gluten-Free Beer                                                                          0
##   Grodziskie                                                                                0
##   Herb and Spice Beer                                                                       0
##   Historical Beer                                                                           0
##   India Pale Ale                                                                            0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                             0
##   Kölsch                                                                                    0
##   Lager                                                                                     0
##   Leipzig-Style Gose                                                                        0
##   Mixed Culture Brett Beer                                                                  0
##   Münchner (Munich)-Style Helles                                                            0
##   Old Ale                                                                                   0
##   Other Belgian-Style Ales                                                                  0
##   Pale Ale                                                                                  0
##   Pale American-Belgo-Style Ale                                                             0
##   Pilsener                                                                                  0
##   Porter                                                                                    0
##   Pumpkin Beer                                                                              0
##   Red                                                                                       0
##   Saison                                                                                    0
##   Scotch Ale                                                                                0
##   Scottish-Style Export Ale                                                                 0
##   Scottish-Style Heavy Ale                                                                  0
##   Scottish-Style Light Ale                                                                  0
##   Session Beer                                                                              0
##   Sour                                                                                      0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                   0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                       0
##   South German-Style Kristall Weizen / Kristall Weissbier                                   0
##   South German-Style Weizenbock / Weissbock                                                 0
##   Specialty Beer                                                                            0
##   Stout                                                                                     0
##   Strong Ale                                                                                0
##   Traditional German-Style Bock                                                             0
##   Tripel                                                                                    0
##   Wheat                                                                                     0
##   Wild Beer                                                                                 0
##                                                           
##                                                            Double India Pale Ale
##   Altbier                                                                      1
##   Amber                                                                        0
##   American-Style Malt Liquor                                                   0
##   American-Style Märzen / Oktoberfest                                          0
##   Bamberg-Style Bock Rauchbier                                                 0
##   Bamberg-Style Märzen Rauchbier                                               0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                     0
##   Barley Wine                                                                  9
##   Barrel-Aged                                                                  2
##   Belgian-style Fruit Beer                                                     0
##   Belgian-Style Fruit Lambic                                                   0
##   Belgian-Style Lambic                                                         0
##   Belgian-Style Quadrupel                                                      3
##   Belgian-Style Table Beer                                                     0
##   Bitter                                                                       0
##   Black                                                                        0
##   Blonde                                                                       3
##   Braggot                                                                      1
##   Brett Beer                                                                   0
##   Brown                                                                        2
##   California Common Beer                                                       0
##   Chili Pepper Beer                                                            0
##   Chocolate / Cocoa-Flavored Beer                                              0
##   Coffee-Flavored Beer                                                         0
##   Contemporary Gose                                                            0
##   Dark American-Belgo-Style Ale                                                1
##   Dortmunder / European-Style Export                                           0
##   Double India Pale Ale                                                       37
##   Dubbel                                                                       1
##   Dutch-Style Kuit, Kuyt or Koyt                                               0
##   English-Style Dark Mild Ale                                                  0
##   English-Style Pale Mild Ale                                                  0
##   English-Style Summer Ale                                                     0
##   European-Style Dark / Münchner Dunkel                                        0
##   Field Beer                                                                   0
##   Flavored Malt Beverage                                                       0
##   French-Style Bière de Garde                                                  1
##   Fresh "Wet" Hop Ale                                                          0
##   Fruit Beer                                                                   0
##   Fruit Cider                                                                  0
##   German-Style Doppelbock                                                      1
##   German-Style Eisbock                                                         1
##   German-Style Heller Bock/Maibock                                             0
##   German-Style Leichtbier                                                      0
##   German-Style Leichtes Weizen / Weissbier                                     0
##   German-Style Märzen                                                          0
##   German-Style Oktoberfest / Wiesen (Meadow)                                   0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                      0
##   German-Style Schwarzbier                                                     0
##   Gluten-Free Beer                                                             0
##   Grodziskie                                                                   0
##   Herb and Spice Beer                                                          2
##   Historical Beer                                                              0
##   India Pale Ale                                                               5
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                0
##   Kölsch                                                                       0
##   Lager                                                                        3
##   Leipzig-Style Gose                                                           0
##   Mixed Culture Brett Beer                                                     0
##   Münchner (Munich)-Style Helles                                               0
##   Old Ale                                                                      0
##   Other Belgian-Style Ales                                                     2
##   Pale Ale                                                                     4
##   Pale American-Belgo-Style Ale                                                0
##   Pilsener                                                                     0
##   Porter                                                                       0
##   Pumpkin Beer                                                                 2
##   Red                                                                          3
##   Saison                                                                       6
##   Scotch Ale                                                                   1
##   Scottish-Style Export Ale                                                    0
##   Scottish-Style Heavy Ale                                                     1
##   Scottish-Style Light Ale                                                     0
##   Session Beer                                                                 0
##   Sour                                                                         1
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                          0
##   South German-Style Kristall Weizen / Kristall Weissbier                      0
##   South German-Style Weizenbock / Weissbock                                    1
##   Specialty Beer                                                               1
##   Stout                                                                        0
##   Strong Ale                                                                  10
##   Traditional German-Style Bock                                                0
##   Tripel                                                                       7
##   Wheat                                                                        2
##   Wild Beer                                                                    0
##                                                           
##                                                            Dubbel
##   Altbier                                                       0
##   Amber                                                         0
##   American-Style Malt Liquor                                    0
##   American-Style Märzen / Oktoberfest                           0
##   Bamberg-Style Bock Rauchbier                                  0
##   Bamberg-Style Märzen Rauchbier                                0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)      0
##   Barley Wine                                                   0
##   Barrel-Aged                                                   0
##   Belgian-style Fruit Beer                                      0
##   Belgian-Style Fruit Lambic                                    0
##   Belgian-Style Lambic                                          0
##   Belgian-Style Quadrupel                                       0
##   Belgian-Style Table Beer                                      0
##   Bitter                                                        0
##   Black                                                         0
##   Blonde                                                        0
##   Braggot                                                       0
##   Brett Beer                                                    0
##   Brown                                                         0
##   California Common Beer                                        0
##   Chili Pepper Beer                                             0
##   Chocolate / Cocoa-Flavored Beer                               0
##   Coffee-Flavored Beer                                          0
##   Contemporary Gose                                             0
##   Dark American-Belgo-Style Ale                                 0
##   Dortmunder / European-Style Export                            0
##   Double India Pale Ale                                         0
##   Dubbel                                                        0
##   Dutch-Style Kuit, Kuyt or Koyt                                0
##   English-Style Dark Mild Ale                                   0
##   English-Style Pale Mild Ale                                   0
##   English-Style Summer Ale                                      0
##   European-Style Dark / Münchner Dunkel                         0
##   Field Beer                                                    0
##   Flavored Malt Beverage                                        0
##   French-Style Bière de Garde                                   0
##   Fresh "Wet" Hop Ale                                           0
##   Fruit Beer                                                    0
##   Fruit Cider                                                   0
##   German-Style Doppelbock                                       0
##   German-Style Eisbock                                          0
##   German-Style Heller Bock/Maibock                              0
##   German-Style Leichtbier                                       0
##   German-Style Leichtes Weizen / Weissbier                      0
##   German-Style Märzen                                           0
##   German-Style Oktoberfest / Wiesen (Meadow)                    0
##   German-Style Rye Ale (Roggenbier) with or without Yeast       0
##   German-Style Schwarzbier                                      0
##   Gluten-Free Beer                                              0
##   Grodziskie                                                    0
##   Herb and Spice Beer                                           0
##   Historical Beer                                               0
##   India Pale Ale                                                0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                 0
##   Kölsch                                                        0
##   Lager                                                         0
##   Leipzig-Style Gose                                            0
##   Mixed Culture Brett Beer                                      0
##   Münchner (Munich)-Style Helles                                0
##   Old Ale                                                       0
##   Other Belgian-Style Ales                                      0
##   Pale Ale                                                      0
##   Pale American-Belgo-Style Ale                                 0
##   Pilsener                                                      0
##   Porter                                                        0
##   Pumpkin Beer                                                  0
##   Red                                                           0
##   Saison                                                        0
##   Scotch Ale                                                    0
##   Scottish-Style Export Ale                                     0
##   Scottish-Style Heavy Ale                                      0
##   Scottish-Style Light Ale                                      0
##   Session Beer                                                  0
##   Sour                                                          0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier       0
##   South German-Style Dunkel Weizen / Dunkel Weissbier           0
##   South German-Style Kristall Weizen / Kristall Weissbier       0
##   South German-Style Weizenbock / Weissbock                     0
##   Specialty Beer                                                0
##   Stout                                                         0
##   Strong Ale                                                    0
##   Traditional German-Style Bock                                 0
##   Tripel                                                        0
##   Wheat                                                         0
##   Wild Beer                                                     0
##                                                           
##                                                            English-Style Dark Mild Ale
##   Altbier                                                                            0
##   Amber                                                                              0
##   American-Style Malt Liquor                                                         0
##   American-Style Märzen / Oktoberfest                                                0
##   Bamberg-Style Bock Rauchbier                                                       0
##   Bamberg-Style Märzen Rauchbier                                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                           0
##   Barley Wine                                                                        0
##   Barrel-Aged                                                                        0
##   Belgian-style Fruit Beer                                                           0
##   Belgian-Style Fruit Lambic                                                         0
##   Belgian-Style Lambic                                                               0
##   Belgian-Style Quadrupel                                                            0
##   Belgian-Style Table Beer                                                           0
##   Bitter                                                                             0
##   Black                                                                              0
##   Blonde                                                                             0
##   Braggot                                                                            0
##   Brett Beer                                                                         0
##   Brown                                                                              0
##   California Common Beer                                                             0
##   Chili Pepper Beer                                                                  0
##   Chocolate / Cocoa-Flavored Beer                                                    0
##   Coffee-Flavored Beer                                                               0
##   Contemporary Gose                                                                  0
##   Dark American-Belgo-Style Ale                                                      0
##   Dortmunder / European-Style Export                                                 0
##   Double India Pale Ale                                                              0
##   Dubbel                                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                                     0
##   English-Style Dark Mild Ale                                                        0
##   English-Style Pale Mild Ale                                                        0
##   English-Style Summer Ale                                                           0
##   European-Style Dark / Münchner Dunkel                                              0
##   Field Beer                                                                         0
##   Flavored Malt Beverage                                                             0
##   French-Style Bière de Garde                                                        0
##   Fresh "Wet" Hop Ale                                                                0
##   Fruit Beer                                                                         0
##   Fruit Cider                                                                        0
##   German-Style Doppelbock                                                            0
##   German-Style Eisbock                                                               0
##   German-Style Heller Bock/Maibock                                                   0
##   German-Style Leichtbier                                                            0
##   German-Style Leichtes Weizen / Weissbier                                           0
##   German-Style Märzen                                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                            0
##   German-Style Schwarzbier                                                           0
##   Gluten-Free Beer                                                                   0
##   Grodziskie                                                                         0
##   Herb and Spice Beer                                                                0
##   Historical Beer                                                                    0
##   India Pale Ale                                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                      0
##   Kölsch                                                                             0
##   Lager                                                                              0
##   Leipzig-Style Gose                                                                 0
##   Mixed Culture Brett Beer                                                           0
##   Münchner (Munich)-Style Helles                                                     0
##   Old Ale                                                                            0
##   Other Belgian-Style Ales                                                           0
##   Pale Ale                                                                           0
##   Pale American-Belgo-Style Ale                                                      0
##   Pilsener                                                                           0
##   Porter                                                                             0
##   Pumpkin Beer                                                                       0
##   Red                                                                                0
##   Saison                                                                             0
##   Scotch Ale                                                                         0
##   Scottish-Style Export Ale                                                          0
##   Scottish-Style Heavy Ale                                                           0
##   Scottish-Style Light Ale                                                           0
##   Session Beer                                                                       0
##   Sour                                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                0
##   South German-Style Kristall Weizen / Kristall Weissbier                            0
##   South German-Style Weizenbock / Weissbock                                          0
##   Specialty Beer                                                                     0
##   Stout                                                                              0
##   Strong Ale                                                                         0
##   Traditional German-Style Bock                                                      0
##   Tripel                                                                             0
##   Wheat                                                                              0
##   Wild Beer                                                                          0
##                                                           
##                                                            English-Style Pale Mild Ale
##   Altbier                                                                            0
##   Amber                                                                              0
##   American-Style Malt Liquor                                                         0
##   American-Style Märzen / Oktoberfest                                                0
##   Bamberg-Style Bock Rauchbier                                                       0
##   Bamberg-Style Märzen Rauchbier                                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                           0
##   Barley Wine                                                                        0
##   Barrel-Aged                                                                        0
##   Belgian-style Fruit Beer                                                           0
##   Belgian-Style Fruit Lambic                                                         0
##   Belgian-Style Lambic                                                               0
##   Belgian-Style Quadrupel                                                            0
##   Belgian-Style Table Beer                                                           0
##   Bitter                                                                             0
##   Black                                                                              0
##   Blonde                                                                             0
##   Braggot                                                                            0
##   Brett Beer                                                                         0
##   Brown                                                                              0
##   California Common Beer                                                             0
##   Chili Pepper Beer                                                                  0
##   Chocolate / Cocoa-Flavored Beer                                                    0
##   Coffee-Flavored Beer                                                               0
##   Contemporary Gose                                                                  0
##   Dark American-Belgo-Style Ale                                                      0
##   Dortmunder / European-Style Export                                                 0
##   Double India Pale Ale                                                              0
##   Dubbel                                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                                     0
##   English-Style Dark Mild Ale                                                        0
##   English-Style Pale Mild Ale                                                        0
##   English-Style Summer Ale                                                           0
##   European-Style Dark / Münchner Dunkel                                              0
##   Field Beer                                                                         0
##   Flavored Malt Beverage                                                             0
##   French-Style Bière de Garde                                                        0
##   Fresh "Wet" Hop Ale                                                                0
##   Fruit Beer                                                                         0
##   Fruit Cider                                                                        0
##   German-Style Doppelbock                                                            0
##   German-Style Eisbock                                                               0
##   German-Style Heller Bock/Maibock                                                   0
##   German-Style Leichtbier                                                            0
##   German-Style Leichtes Weizen / Weissbier                                           0
##   German-Style Märzen                                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                            0
##   German-Style Schwarzbier                                                           0
##   Gluten-Free Beer                                                                   0
##   Grodziskie                                                                         0
##   Herb and Spice Beer                                                                0
##   Historical Beer                                                                    0
##   India Pale Ale                                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                      0
##   Kölsch                                                                             0
##   Lager                                                                              0
##   Leipzig-Style Gose                                                                 0
##   Mixed Culture Brett Beer                                                           0
##   Münchner (Munich)-Style Helles                                                     0
##   Old Ale                                                                            0
##   Other Belgian-Style Ales                                                           0
##   Pale Ale                                                                           0
##   Pale American-Belgo-Style Ale                                                      0
##   Pilsener                                                                           0
##   Porter                                                                             0
##   Pumpkin Beer                                                                       0
##   Red                                                                                0
##   Saison                                                                             0
##   Scotch Ale                                                                         0
##   Scottish-Style Export Ale                                                          0
##   Scottish-Style Heavy Ale                                                           0
##   Scottish-Style Light Ale                                                           0
##   Session Beer                                                                       0
##   Sour                                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                0
##   South German-Style Kristall Weizen / Kristall Weissbier                            0
##   South German-Style Weizenbock / Weissbock                                          0
##   Specialty Beer                                                                     0
##   Stout                                                                              0
##   Strong Ale                                                                         0
##   Traditional German-Style Bock                                                      0
##   Tripel                                                                             0
##   Wheat                                                                              0
##   Wild Beer                                                                          0
##                                                           
##                                                            English-Style Summer Ale
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            European-Style Dark / Münchner Dunkel
##   Altbier                                                                                      0
##   Amber                                                                                        0
##   American-Style Malt Liquor                                                                   0
##   American-Style Märzen / Oktoberfest                                                          0
##   Bamberg-Style Bock Rauchbier                                                                 0
##   Bamberg-Style Märzen Rauchbier                                                               0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                     0
##   Barley Wine                                                                                  0
##   Barrel-Aged                                                                                  0
##   Belgian-style Fruit Beer                                                                     0
##   Belgian-Style Fruit Lambic                                                                   0
##   Belgian-Style Lambic                                                                         0
##   Belgian-Style Quadrupel                                                                      0
##   Belgian-Style Table Beer                                                                     0
##   Bitter                                                                                       0
##   Black                                                                                        0
##   Blonde                                                                                       0
##   Braggot                                                                                      0
##   Brett Beer                                                                                   0
##   Brown                                                                                        0
##   California Common Beer                                                                       0
##   Chili Pepper Beer                                                                            0
##   Chocolate / Cocoa-Flavored Beer                                                              0
##   Coffee-Flavored Beer                                                                         0
##   Contemporary Gose                                                                            0
##   Dark American-Belgo-Style Ale                                                                0
##   Dortmunder / European-Style Export                                                           0
##   Double India Pale Ale                                                                        0
##   Dubbel                                                                                       0
##   Dutch-Style Kuit, Kuyt or Koyt                                                               0
##   English-Style Dark Mild Ale                                                                  0
##   English-Style Pale Mild Ale                                                                  0
##   English-Style Summer Ale                                                                     0
##   European-Style Dark / Münchner Dunkel                                                        0
##   Field Beer                                                                                   0
##   Flavored Malt Beverage                                                                       0
##   French-Style Bière de Garde                                                                  0
##   Fresh "Wet" Hop Ale                                                                          0
##   Fruit Beer                                                                                   0
##   Fruit Cider                                                                                  0
##   German-Style Doppelbock                                                                      0
##   German-Style Eisbock                                                                         0
##   German-Style Heller Bock/Maibock                                                             0
##   German-Style Leichtbier                                                                      0
##   German-Style Leichtes Weizen / Weissbier                                                     0
##   German-Style Märzen                                                                          0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                   0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                      0
##   German-Style Schwarzbier                                                                     0
##   Gluten-Free Beer                                                                             0
##   Grodziskie                                                                                   0
##   Herb and Spice Beer                                                                          0
##   Historical Beer                                                                              0
##   India Pale Ale                                                                               0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                0
##   Kölsch                                                                                       0
##   Lager                                                                                        0
##   Leipzig-Style Gose                                                                           0
##   Mixed Culture Brett Beer                                                                     0
##   Münchner (Munich)-Style Helles                                                               0
##   Old Ale                                                                                      0
##   Other Belgian-Style Ales                                                                     0
##   Pale Ale                                                                                     0
##   Pale American-Belgo-Style Ale                                                                0
##   Pilsener                                                                                     0
##   Porter                                                                                       0
##   Pumpkin Beer                                                                                 0
##   Red                                                                                          0
##   Saison                                                                                       0
##   Scotch Ale                                                                                   0
##   Scottish-Style Export Ale                                                                    0
##   Scottish-Style Heavy Ale                                                                     0
##   Scottish-Style Light Ale                                                                     0
##   Session Beer                                                                                 0
##   Sour                                                                                         0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                          0
##   South German-Style Kristall Weizen / Kristall Weissbier                                      0
##   South German-Style Weizenbock / Weissbock                                                    0
##   Specialty Beer                                                                               0
##   Stout                                                                                        0
##   Strong Ale                                                                                   0
##   Traditional German-Style Bock                                                                0
##   Tripel                                                                                       0
##   Wheat                                                                                        0
##   Wild Beer                                                                                    0
##                                                           
##                                                            Field Beer
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          0
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            0
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                             0
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 0
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             1
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           0
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               0
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             0
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          0
##   Pale Ale                                                          0
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            0
##   Pumpkin Beer                                                      0
##   Red                                                               0
##   Saison                                                            0
##   Scotch Ale                                                        0
##   Scottish-Style Export Ale                                         0
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               0
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    0
##   Stout                                                             0
##   Strong Ale                                                        0
##   Traditional German-Style Bock                                     0
##   Tripel                                                            0
##   Wheat                                                             0
##   Wild Beer                                                         0
##                                                           
##                                                            Flavored Malt Beverage
##   Altbier                                                                       0
##   Amber                                                                         0
##   American-Style Malt Liquor                                                    0
##   American-Style Märzen / Oktoberfest                                           0
##   Bamberg-Style Bock Rauchbier                                                  0
##   Bamberg-Style Märzen Rauchbier                                                0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                      0
##   Barley Wine                                                                   0
##   Barrel-Aged                                                                   0
##   Belgian-style Fruit Beer                                                      0
##   Belgian-Style Fruit Lambic                                                    0
##   Belgian-Style Lambic                                                          0
##   Belgian-Style Quadrupel                                                       0
##   Belgian-Style Table Beer                                                      0
##   Bitter                                                                        0
##   Black                                                                         0
##   Blonde                                                                        0
##   Braggot                                                                       0
##   Brett Beer                                                                    0
##   Brown                                                                         0
##   California Common Beer                                                        0
##   Chili Pepper Beer                                                             0
##   Chocolate / Cocoa-Flavored Beer                                               0
##   Coffee-Flavored Beer                                                          0
##   Contemporary Gose                                                             0
##   Dark American-Belgo-Style Ale                                                 0
##   Dortmunder / European-Style Export                                            0
##   Double India Pale Ale                                                         0
##   Dubbel                                                                        0
##   Dutch-Style Kuit, Kuyt or Koyt                                                0
##   English-Style Dark Mild Ale                                                   0
##   English-Style Pale Mild Ale                                                   0
##   English-Style Summer Ale                                                      0
##   European-Style Dark / Münchner Dunkel                                         0
##   Field Beer                                                                    0
##   Flavored Malt Beverage                                                        0
##   French-Style Bière de Garde                                                   0
##   Fresh "Wet" Hop Ale                                                           0
##   Fruit Beer                                                                    0
##   Fruit Cider                                                                   0
##   German-Style Doppelbock                                                       0
##   German-Style Eisbock                                                          0
##   German-Style Heller Bock/Maibock                                              0
##   German-Style Leichtbier                                                       0
##   German-Style Leichtes Weizen / Weissbier                                      0
##   German-Style Märzen                                                           0
##   German-Style Oktoberfest / Wiesen (Meadow)                                    0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                       0
##   German-Style Schwarzbier                                                      0
##   Gluten-Free Beer                                                              0
##   Grodziskie                                                                    0
##   Herb and Spice Beer                                                           0
##   Historical Beer                                                               0
##   India Pale Ale                                                                0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                 0
##   Kölsch                                                                        0
##   Lager                                                                         0
##   Leipzig-Style Gose                                                            0
##   Mixed Culture Brett Beer                                                      0
##   Münchner (Munich)-Style Helles                                                0
##   Old Ale                                                                       0
##   Other Belgian-Style Ales                                                      0
##   Pale Ale                                                                      0
##   Pale American-Belgo-Style Ale                                                 0
##   Pilsener                                                                      0
##   Porter                                                                        0
##   Pumpkin Beer                                                                  0
##   Red                                                                           0
##   Saison                                                                        0
##   Scotch Ale                                                                    0
##   Scottish-Style Export Ale                                                     0
##   Scottish-Style Heavy Ale                                                      0
##   Scottish-Style Light Ale                                                      0
##   Session Beer                                                                  0
##   Sour                                                                          0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                       0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                           0
##   South German-Style Kristall Weizen / Kristall Weissbier                       0
##   South German-Style Weizenbock / Weissbock                                     0
##   Specialty Beer                                                                0
##   Stout                                                                         0
##   Strong Ale                                                                    0
##   Traditional German-Style Bock                                                 0
##   Tripel                                                                        0
##   Wheat                                                                         0
##   Wild Beer                                                                     0
##                                                           
##                                                            French-Style Bière de Garde
##   Altbier                                                                            0
##   Amber                                                                              0
##   American-Style Malt Liquor                                                         0
##   American-Style Märzen / Oktoberfest                                                0
##   Bamberg-Style Bock Rauchbier                                                       0
##   Bamberg-Style Märzen Rauchbier                                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                           0
##   Barley Wine                                                                        0
##   Barrel-Aged                                                                        0
##   Belgian-style Fruit Beer                                                           0
##   Belgian-Style Fruit Lambic                                                         0
##   Belgian-Style Lambic                                                               0
##   Belgian-Style Quadrupel                                                            0
##   Belgian-Style Table Beer                                                           0
##   Bitter                                                                             0
##   Black                                                                              0
##   Blonde                                                                             0
##   Braggot                                                                            0
##   Brett Beer                                                                         0
##   Brown                                                                              0
##   California Common Beer                                                             0
##   Chili Pepper Beer                                                                  0
##   Chocolate / Cocoa-Flavored Beer                                                    0
##   Coffee-Flavored Beer                                                               0
##   Contemporary Gose                                                                  0
##   Dark American-Belgo-Style Ale                                                      0
##   Dortmunder / European-Style Export                                                 0
##   Double India Pale Ale                                                              0
##   Dubbel                                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                                     0
##   English-Style Dark Mild Ale                                                        0
##   English-Style Pale Mild Ale                                                        0
##   English-Style Summer Ale                                                           0
##   European-Style Dark / Münchner Dunkel                                              0
##   Field Beer                                                                         0
##   Flavored Malt Beverage                                                             0
##   French-Style Bière de Garde                                                        0
##   Fresh "Wet" Hop Ale                                                                0
##   Fruit Beer                                                                         0
##   Fruit Cider                                                                        0
##   German-Style Doppelbock                                                            0
##   German-Style Eisbock                                                               0
##   German-Style Heller Bock/Maibock                                                   0
##   German-Style Leichtbier                                                            0
##   German-Style Leichtes Weizen / Weissbier                                           0
##   German-Style Märzen                                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                            0
##   German-Style Schwarzbier                                                           0
##   Gluten-Free Beer                                                                   0
##   Grodziskie                                                                         0
##   Herb and Spice Beer                                                                0
##   Historical Beer                                                                    0
##   India Pale Ale                                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                      0
##   Kölsch                                                                             0
##   Lager                                                                              0
##   Leipzig-Style Gose                                                                 0
##   Mixed Culture Brett Beer                                                           0
##   Münchner (Munich)-Style Helles                                                     0
##   Old Ale                                                                            0
##   Other Belgian-Style Ales                                                           0
##   Pale Ale                                                                           0
##   Pale American-Belgo-Style Ale                                                      0
##   Pilsener                                                                           0
##   Porter                                                                             0
##   Pumpkin Beer                                                                       0
##   Red                                                                                0
##   Saison                                                                             0
##   Scotch Ale                                                                         0
##   Scottish-Style Export Ale                                                          0
##   Scottish-Style Heavy Ale                                                           0
##   Scottish-Style Light Ale                                                           0
##   Session Beer                                                                       0
##   Sour                                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                0
##   South German-Style Kristall Weizen / Kristall Weissbier                            0
##   South German-Style Weizenbock / Weissbock                                          0
##   Specialty Beer                                                                     0
##   Stout                                                                              0
##   Strong Ale                                                                         0
##   Traditional German-Style Bock                                                      0
##   Tripel                                                                             0
##   Wheat                                                                              0
##   Wild Beer                                                                          0
##                                                           
##                                                            Fresh "Wet" Hop Ale
##   Altbier                                                                    0
##   Amber                                                                      0
##   American-Style Malt Liquor                                                 0
##   American-Style Märzen / Oktoberfest                                        0
##   Bamberg-Style Bock Rauchbier                                               0
##   Bamberg-Style Märzen Rauchbier                                             0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                   0
##   Barley Wine                                                                0
##   Barrel-Aged                                                                0
##   Belgian-style Fruit Beer                                                   0
##   Belgian-Style Fruit Lambic                                                 0
##   Belgian-Style Lambic                                                       0
##   Belgian-Style Quadrupel                                                    0
##   Belgian-Style Table Beer                                                   0
##   Bitter                                                                     0
##   Black                                                                      0
##   Blonde                                                                     0
##   Braggot                                                                    0
##   Brett Beer                                                                 0
##   Brown                                                                      0
##   California Common Beer                                                     0
##   Chili Pepper Beer                                                          0
##   Chocolate / Cocoa-Flavored Beer                                            0
##   Coffee-Flavored Beer                                                       0
##   Contemporary Gose                                                          0
##   Dark American-Belgo-Style Ale                                              0
##   Dortmunder / European-Style Export                                         0
##   Double India Pale Ale                                                      0
##   Dubbel                                                                     0
##   Dutch-Style Kuit, Kuyt or Koyt                                             0
##   English-Style Dark Mild Ale                                                0
##   English-Style Pale Mild Ale                                                0
##   English-Style Summer Ale                                                   0
##   European-Style Dark / Münchner Dunkel                                      0
##   Field Beer                                                                 0
##   Flavored Malt Beverage                                                     0
##   French-Style Bière de Garde                                                0
##   Fresh "Wet" Hop Ale                                                        0
##   Fruit Beer                                                                 0
##   Fruit Cider                                                                0
##   German-Style Doppelbock                                                    0
##   German-Style Eisbock                                                       0
##   German-Style Heller Bock/Maibock                                           0
##   German-Style Leichtbier                                                    0
##   German-Style Leichtes Weizen / Weissbier                                   0
##   German-Style Märzen                                                        0
##   German-Style Oktoberfest / Wiesen (Meadow)                                 0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                    0
##   German-Style Schwarzbier                                                   0
##   Gluten-Free Beer                                                           0
##   Grodziskie                                                                 0
##   Herb and Spice Beer                                                        0
##   Historical Beer                                                            0
##   India Pale Ale                                                             0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                              0
##   Kölsch                                                                     0
##   Lager                                                                      0
##   Leipzig-Style Gose                                                         0
##   Mixed Culture Brett Beer                                                   0
##   Münchner (Munich)-Style Helles                                             0
##   Old Ale                                                                    0
##   Other Belgian-Style Ales                                                   0
##   Pale Ale                                                                   0
##   Pale American-Belgo-Style Ale                                              0
##   Pilsener                                                                   0
##   Porter                                                                     0
##   Pumpkin Beer                                                               0
##   Red                                                                        0
##   Saison                                                                     0
##   Scotch Ale                                                                 0
##   Scottish-Style Export Ale                                                  0
##   Scottish-Style Heavy Ale                                                   0
##   Scottish-Style Light Ale                                                   0
##   Session Beer                                                               0
##   Sour                                                                       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                    0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                        0
##   South German-Style Kristall Weizen / Kristall Weissbier                    0
##   South German-Style Weizenbock / Weissbock                                  0
##   Specialty Beer                                                             0
##   Stout                                                                      0
##   Strong Ale                                                                 0
##   Traditional German-Style Bock                                              0
##   Tripel                                                                     0
##   Wheat                                                                      0
##   Wild Beer                                                                  0
##                                                           
##                                                            Fruit Beer
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          0
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            0
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                             0
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 0
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             0
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           0
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               0
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             0
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          0
##   Pale Ale                                                          0
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            0
##   Pumpkin Beer                                                      0
##   Red                                                               0
##   Saison                                                            0
##   Scotch Ale                                                        0
##   Scottish-Style Export Ale                                         0
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               0
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    0
##   Stout                                                             0
##   Strong Ale                                                        0
##   Traditional German-Style Bock                                     0
##   Tripel                                                            0
##   Wheat                                                             0
##   Wild Beer                                                         0
##                                                           
##                                                            Fruit Cider
##   Altbier                                                            0
##   Amber                                                              0
##   American-Style Malt Liquor                                         0
##   American-Style Märzen / Oktoberfest                                0
##   Bamberg-Style Bock Rauchbier                                       0
##   Bamberg-Style Märzen Rauchbier                                     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)           0
##   Barley Wine                                                        0
##   Barrel-Aged                                                        0
##   Belgian-style Fruit Beer                                           0
##   Belgian-Style Fruit Lambic                                         0
##   Belgian-Style Lambic                                               0
##   Belgian-Style Quadrupel                                            0
##   Belgian-Style Table Beer                                           0
##   Bitter                                                             0
##   Black                                                              0
##   Blonde                                                             0
##   Braggot                                                            0
##   Brett Beer                                                         0
##   Brown                                                              0
##   California Common Beer                                             0
##   Chili Pepper Beer                                                  0
##   Chocolate / Cocoa-Flavored Beer                                    0
##   Coffee-Flavored Beer                                               0
##   Contemporary Gose                                                  0
##   Dark American-Belgo-Style Ale                                      0
##   Dortmunder / European-Style Export                                 0
##   Double India Pale Ale                                              0
##   Dubbel                                                             0
##   Dutch-Style Kuit, Kuyt or Koyt                                     0
##   English-Style Dark Mild Ale                                        0
##   English-Style Pale Mild Ale                                        0
##   English-Style Summer Ale                                           0
##   European-Style Dark / Münchner Dunkel                              0
##   Field Beer                                                         0
##   Flavored Malt Beverage                                             0
##   French-Style Bière de Garde                                        0
##   Fresh "Wet" Hop Ale                                                0
##   Fruit Beer                                                         0
##   Fruit Cider                                                        0
##   German-Style Doppelbock                                            0
##   German-Style Eisbock                                               0
##   German-Style Heller Bock/Maibock                                   0
##   German-Style Leichtbier                                            0
##   German-Style Leichtes Weizen / Weissbier                           0
##   German-Style Märzen                                                0
##   German-Style Oktoberfest / Wiesen (Meadow)                         0
##   German-Style Rye Ale (Roggenbier) with or without Yeast            0
##   German-Style Schwarzbier                                           0
##   Gluten-Free Beer                                                   0
##   Grodziskie                                                         0
##   Herb and Spice Beer                                                0
##   Historical Beer                                                    0
##   India Pale Ale                                                     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                      0
##   Kölsch                                                             0
##   Lager                                                              0
##   Leipzig-Style Gose                                                 0
##   Mixed Culture Brett Beer                                           0
##   Münchner (Munich)-Style Helles                                     0
##   Old Ale                                                            0
##   Other Belgian-Style Ales                                           0
##   Pale Ale                                                           0
##   Pale American-Belgo-Style Ale                                      0
##   Pilsener                                                           0
##   Porter                                                             0
##   Pumpkin Beer                                                       0
##   Red                                                                0
##   Saison                                                             0
##   Scotch Ale                                                         0
##   Scottish-Style Export Ale                                          0
##   Scottish-Style Heavy Ale                                           0
##   Scottish-Style Light Ale                                           0
##   Session Beer                                                       0
##   Sour                                                               0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier            0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                0
##   South German-Style Kristall Weizen / Kristall Weissbier            0
##   South German-Style Weizenbock / Weissbock                          0
##   Specialty Beer                                                     0
##   Stout                                                              0
##   Strong Ale                                                         0
##   Traditional German-Style Bock                                      0
##   Tripel                                                             0
##   Wheat                                                              0
##   Wild Beer                                                          0
##                                                           
##                                                            German-Style Doppelbock
##   Altbier                                                                        0
##   Amber                                                                          0
##   American-Style Malt Liquor                                                     0
##   American-Style Märzen / Oktoberfest                                            0
##   Bamberg-Style Bock Rauchbier                                                   0
##   Bamberg-Style Märzen Rauchbier                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                       0
##   Barley Wine                                                                    0
##   Barrel-Aged                                                                    0
##   Belgian-style Fruit Beer                                                       0
##   Belgian-Style Fruit Lambic                                                     0
##   Belgian-Style Lambic                                                           0
##   Belgian-Style Quadrupel                                                        0
##   Belgian-Style Table Beer                                                       0
##   Bitter                                                                         0
##   Black                                                                          0
##   Blonde                                                                         0
##   Braggot                                                                        0
##   Brett Beer                                                                     0
##   Brown                                                                          0
##   California Common Beer                                                         0
##   Chili Pepper Beer                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                0
##   Coffee-Flavored Beer                                                           0
##   Contemporary Gose                                                              0
##   Dark American-Belgo-Style Ale                                                  0
##   Dortmunder / European-Style Export                                             0
##   Double India Pale Ale                                                          0
##   Dubbel                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                 0
##   English-Style Dark Mild Ale                                                    0
##   English-Style Pale Mild Ale                                                    0
##   English-Style Summer Ale                                                       0
##   European-Style Dark / Münchner Dunkel                                          0
##   Field Beer                                                                     0
##   Flavored Malt Beverage                                                         0
##   French-Style Bière de Garde                                                    0
##   Fresh "Wet" Hop Ale                                                            0
##   Fruit Beer                                                                     0
##   Fruit Cider                                                                    0
##   German-Style Doppelbock                                                        0
##   German-Style Eisbock                                                           0
##   German-Style Heller Bock/Maibock                                               0
##   German-Style Leichtbier                                                        0
##   German-Style Leichtes Weizen / Weissbier                                       0
##   German-Style Märzen                                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                        0
##   German-Style Schwarzbier                                                       0
##   Gluten-Free Beer                                                               0
##   Grodziskie                                                                     0
##   Herb and Spice Beer                                                            0
##   Historical Beer                                                                0
##   India Pale Ale                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                  0
##   Kölsch                                                                         0
##   Lager                                                                          0
##   Leipzig-Style Gose                                                             0
##   Mixed Culture Brett Beer                                                       0
##   Münchner (Munich)-Style Helles                                                 0
##   Old Ale                                                                        0
##   Other Belgian-Style Ales                                                       0
##   Pale Ale                                                                       0
##   Pale American-Belgo-Style Ale                                                  0
##   Pilsener                                                                       0
##   Porter                                                                         0
##   Pumpkin Beer                                                                   0
##   Red                                                                            0
##   Saison                                                                         0
##   Scotch Ale                                                                     0
##   Scottish-Style Export Ale                                                      0
##   Scottish-Style Heavy Ale                                                       0
##   Scottish-Style Light Ale                                                       0
##   Session Beer                                                                   0
##   Sour                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                        0
##   South German-Style Weizenbock / Weissbock                                      0
##   Specialty Beer                                                                 0
##   Stout                                                                          0
##   Strong Ale                                                                     0
##   Traditional German-Style Bock                                                  0
##   Tripel                                                                         0
##   Wheat                                                                          0
##   Wild Beer                                                                      0
##                                                           
##                                                            German-Style Heller Bock/Maibock
##   Altbier                                                                                 0
##   Amber                                                                                   0
##   American-Style Malt Liquor                                                              0
##   American-Style Märzen / Oktoberfest                                                     0
##   Bamberg-Style Bock Rauchbier                                                            0
##   Bamberg-Style Märzen Rauchbier                                                          0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                0
##   Barley Wine                                                                             0
##   Barrel-Aged                                                                             0
##   Belgian-style Fruit Beer                                                                0
##   Belgian-Style Fruit Lambic                                                              0
##   Belgian-Style Lambic                                                                    0
##   Belgian-Style Quadrupel                                                                 0
##   Belgian-Style Table Beer                                                                0
##   Bitter                                                                                  0
##   Black                                                                                   0
##   Blonde                                                                                  0
##   Braggot                                                                                 0
##   Brett Beer                                                                              0
##   Brown                                                                                   0
##   California Common Beer                                                                  0
##   Chili Pepper Beer                                                                       0
##   Chocolate / Cocoa-Flavored Beer                                                         0
##   Coffee-Flavored Beer                                                                    0
##   Contemporary Gose                                                                       0
##   Dark American-Belgo-Style Ale                                                           0
##   Dortmunder / European-Style Export                                                      0
##   Double India Pale Ale                                                                   0
##   Dubbel                                                                                  0
##   Dutch-Style Kuit, Kuyt or Koyt                                                          0
##   English-Style Dark Mild Ale                                                             0
##   English-Style Pale Mild Ale                                                             0
##   English-Style Summer Ale                                                                0
##   European-Style Dark / Münchner Dunkel                                                   0
##   Field Beer                                                                              0
##   Flavored Malt Beverage                                                                  0
##   French-Style Bière de Garde                                                             0
##   Fresh "Wet" Hop Ale                                                                     0
##   Fruit Beer                                                                              0
##   Fruit Cider                                                                             0
##   German-Style Doppelbock                                                                 0
##   German-Style Eisbock                                                                    0
##   German-Style Heller Bock/Maibock                                                        0
##   German-Style Leichtbier                                                                 0
##   German-Style Leichtes Weizen / Weissbier                                                0
##   German-Style Märzen                                                                     0
##   German-Style Oktoberfest / Wiesen (Meadow)                                              0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                 0
##   German-Style Schwarzbier                                                                0
##   Gluten-Free Beer                                                                        0
##   Grodziskie                                                                              0
##   Herb and Spice Beer                                                                     0
##   Historical Beer                                                                         0
##   India Pale Ale                                                                          0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                           0
##   Kölsch                                                                                  0
##   Lager                                                                                   0
##   Leipzig-Style Gose                                                                      0
##   Mixed Culture Brett Beer                                                                0
##   Münchner (Munich)-Style Helles                                                          0
##   Old Ale                                                                                 0
##   Other Belgian-Style Ales                                                                0
##   Pale Ale                                                                                0
##   Pale American-Belgo-Style Ale                                                           0
##   Pilsener                                                                                0
##   Porter                                                                                  0
##   Pumpkin Beer                                                                            0
##   Red                                                                                     0
##   Saison                                                                                  0
##   Scotch Ale                                                                              0
##   Scottish-Style Export Ale                                                               0
##   Scottish-Style Heavy Ale                                                                0
##   Scottish-Style Light Ale                                                                0
##   Session Beer                                                                            0
##   Sour                                                                                    0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                 0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                     0
##   South German-Style Kristall Weizen / Kristall Weissbier                                 0
##   South German-Style Weizenbock / Weissbock                                               0
##   Specialty Beer                                                                          0
##   Stout                                                                                   0
##   Strong Ale                                                                              0
##   Traditional German-Style Bock                                                           0
##   Tripel                                                                                  0
##   Wheat                                                                                   0
##   Wild Beer                                                                               0
##                                                           
##                                                            German-Style Leichtbier
##   Altbier                                                                        0
##   Amber                                                                          0
##   American-Style Malt Liquor                                                     0
##   American-Style Märzen / Oktoberfest                                            0
##   Bamberg-Style Bock Rauchbier                                                   0
##   Bamberg-Style Märzen Rauchbier                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                       0
##   Barley Wine                                                                    0
##   Barrel-Aged                                                                    0
##   Belgian-style Fruit Beer                                                       0
##   Belgian-Style Fruit Lambic                                                     0
##   Belgian-Style Lambic                                                           0
##   Belgian-Style Quadrupel                                                        0
##   Belgian-Style Table Beer                                                       0
##   Bitter                                                                         0
##   Black                                                                          0
##   Blonde                                                                         0
##   Braggot                                                                        0
##   Brett Beer                                                                     0
##   Brown                                                                          0
##   California Common Beer                                                         0
##   Chili Pepper Beer                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                0
##   Coffee-Flavored Beer                                                           0
##   Contemporary Gose                                                              0
##   Dark American-Belgo-Style Ale                                                  0
##   Dortmunder / European-Style Export                                             0
##   Double India Pale Ale                                                          0
##   Dubbel                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                 0
##   English-Style Dark Mild Ale                                                    0
##   English-Style Pale Mild Ale                                                    0
##   English-Style Summer Ale                                                       0
##   European-Style Dark / Münchner Dunkel                                          0
##   Field Beer                                                                     0
##   Flavored Malt Beverage                                                         0
##   French-Style Bière de Garde                                                    0
##   Fresh "Wet" Hop Ale                                                            0
##   Fruit Beer                                                                     0
##   Fruit Cider                                                                    0
##   German-Style Doppelbock                                                        0
##   German-Style Eisbock                                                           0
##   German-Style Heller Bock/Maibock                                               0
##   German-Style Leichtbier                                                        0
##   German-Style Leichtes Weizen / Weissbier                                       0
##   German-Style Märzen                                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                        0
##   German-Style Schwarzbier                                                       0
##   Gluten-Free Beer                                                               0
##   Grodziskie                                                                     0
##   Herb and Spice Beer                                                            0
##   Historical Beer                                                                0
##   India Pale Ale                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                  0
##   Kölsch                                                                         0
##   Lager                                                                          0
##   Leipzig-Style Gose                                                             0
##   Mixed Culture Brett Beer                                                       0
##   Münchner (Munich)-Style Helles                                                 0
##   Old Ale                                                                        0
##   Other Belgian-Style Ales                                                       0
##   Pale Ale                                                                       0
##   Pale American-Belgo-Style Ale                                                  0
##   Pilsener                                                                       0
##   Porter                                                                         0
##   Pumpkin Beer                                                                   0
##   Red                                                                            0
##   Saison                                                                         0
##   Scotch Ale                                                                     0
##   Scottish-Style Export Ale                                                      0
##   Scottish-Style Heavy Ale                                                       0
##   Scottish-Style Light Ale                                                       0
##   Session Beer                                                                   0
##   Sour                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                        0
##   South German-Style Weizenbock / Weissbock                                      0
##   Specialty Beer                                                                 0
##   Stout                                                                          0
##   Strong Ale                                                                     0
##   Traditional German-Style Bock                                                  0
##   Tripel                                                                         0
##   Wheat                                                                          0
##   Wild Beer                                                                      0
##                                                           
##                                                            German-Style Leichtes Weizen / Weissbier
##   Altbier                                                                                         0
##   Amber                                                                                           0
##   American-Style Malt Liquor                                                                      0
##   American-Style Märzen / Oktoberfest                                                             0
##   Bamberg-Style Bock Rauchbier                                                                    0
##   Bamberg-Style Märzen Rauchbier                                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                        0
##   Barley Wine                                                                                     0
##   Barrel-Aged                                                                                     0
##   Belgian-style Fruit Beer                                                                        0
##   Belgian-Style Fruit Lambic                                                                      0
##   Belgian-Style Lambic                                                                            0
##   Belgian-Style Quadrupel                                                                         0
##   Belgian-Style Table Beer                                                                        0
##   Bitter                                                                                          0
##   Black                                                                                           0
##   Blonde                                                                                          0
##   Braggot                                                                                         0
##   Brett Beer                                                                                      0
##   Brown                                                                                           0
##   California Common Beer                                                                          0
##   Chili Pepper Beer                                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                                 0
##   Coffee-Flavored Beer                                                                            0
##   Contemporary Gose                                                                               0
##   Dark American-Belgo-Style Ale                                                                   0
##   Dortmunder / European-Style Export                                                              0
##   Double India Pale Ale                                                                           0
##   Dubbel                                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                  0
##   English-Style Dark Mild Ale                                                                     0
##   English-Style Pale Mild Ale                                                                     0
##   English-Style Summer Ale                                                                        0
##   European-Style Dark / Münchner Dunkel                                                           0
##   Field Beer                                                                                      0
##   Flavored Malt Beverage                                                                          0
##   French-Style Bière de Garde                                                                     0
##   Fresh "Wet" Hop Ale                                                                             0
##   Fruit Beer                                                                                      0
##   Fruit Cider                                                                                     0
##   German-Style Doppelbock                                                                         0
##   German-Style Eisbock                                                                            0
##   German-Style Heller Bock/Maibock                                                                1
##   German-Style Leichtbier                                                                         0
##   German-Style Leichtes Weizen / Weissbier                                                        0
##   German-Style Märzen                                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                         0
##   German-Style Schwarzbier                                                                        0
##   Gluten-Free Beer                                                                                0
##   Grodziskie                                                                                      0
##   Herb and Spice Beer                                                                             0
##   Historical Beer                                                                                 0
##   India Pale Ale                                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                   0
##   Kölsch                                                                                          0
##   Lager                                                                                           0
##   Leipzig-Style Gose                                                                              0
##   Mixed Culture Brett Beer                                                                        0
##   Münchner (Munich)-Style Helles                                                                  0
##   Old Ale                                                                                         0
##   Other Belgian-Style Ales                                                                        0
##   Pale Ale                                                                                        0
##   Pale American-Belgo-Style Ale                                                                   0
##   Pilsener                                                                                        0
##   Porter                                                                                          0
##   Pumpkin Beer                                                                                    0
##   Red                                                                                             0
##   Saison                                                                                          0
##   Scotch Ale                                                                                      0
##   Scottish-Style Export Ale                                                                       0
##   Scottish-Style Heavy Ale                                                                        0
##   Scottish-Style Light Ale                                                                        0
##   Session Beer                                                                                    0
##   Sour                                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                                         0
##   South German-Style Weizenbock / Weissbock                                                       0
##   Specialty Beer                                                                                  0
##   Stout                                                                                           0
##   Strong Ale                                                                                      0
##   Traditional German-Style Bock                                                                   0
##   Tripel                                                                                          0
##   Wheat                                                                                           0
##   Wild Beer                                                                                       0
##                                                           
##                                                            German-Style Märzen
##   Altbier                                                                    0
##   Amber                                                                      0
##   American-Style Malt Liquor                                                 0
##   American-Style Märzen / Oktoberfest                                        0
##   Bamberg-Style Bock Rauchbier                                               0
##   Bamberg-Style Märzen Rauchbier                                             0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                   0
##   Barley Wine                                                                0
##   Barrel-Aged                                                                0
##   Belgian-style Fruit Beer                                                   0
##   Belgian-Style Fruit Lambic                                                 0
##   Belgian-Style Lambic                                                       0
##   Belgian-Style Quadrupel                                                    0
##   Belgian-Style Table Beer                                                   0
##   Bitter                                                                     0
##   Black                                                                      0
##   Blonde                                                                     0
##   Braggot                                                                    0
##   Brett Beer                                                                 0
##   Brown                                                                      0
##   California Common Beer                                                     0
##   Chili Pepper Beer                                                          0
##   Chocolate / Cocoa-Flavored Beer                                            0
##   Coffee-Flavored Beer                                                       0
##   Contemporary Gose                                                          0
##   Dark American-Belgo-Style Ale                                              0
##   Dortmunder / European-Style Export                                         0
##   Double India Pale Ale                                                      0
##   Dubbel                                                                     0
##   Dutch-Style Kuit, Kuyt or Koyt                                             0
##   English-Style Dark Mild Ale                                                0
##   English-Style Pale Mild Ale                                                0
##   English-Style Summer Ale                                                   0
##   European-Style Dark / Münchner Dunkel                                      0
##   Field Beer                                                                 0
##   Flavored Malt Beverage                                                     0
##   French-Style Bière de Garde                                                0
##   Fresh "Wet" Hop Ale                                                        0
##   Fruit Beer                                                                 0
##   Fruit Cider                                                                0
##   German-Style Doppelbock                                                    0
##   German-Style Eisbock                                                       0
##   German-Style Heller Bock/Maibock                                           0
##   German-Style Leichtbier                                                    0
##   German-Style Leichtes Weizen / Weissbier                                   0
##   German-Style Märzen                                                        0
##   German-Style Oktoberfest / Wiesen (Meadow)                                 0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                    0
##   German-Style Schwarzbier                                                   0
##   Gluten-Free Beer                                                           0
##   Grodziskie                                                                 0
##   Herb and Spice Beer                                                        0
##   Historical Beer                                                            0
##   India Pale Ale                                                             0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                              0
##   Kölsch                                                                     0
##   Lager                                                                      0
##   Leipzig-Style Gose                                                         0
##   Mixed Culture Brett Beer                                                   0
##   Münchner (Munich)-Style Helles                                             0
##   Old Ale                                                                    0
##   Other Belgian-Style Ales                                                   0
##   Pale Ale                                                                   0
##   Pale American-Belgo-Style Ale                                              0
##   Pilsener                                                                   0
##   Porter                                                                     0
##   Pumpkin Beer                                                               0
##   Red                                                                        0
##   Saison                                                                     0
##   Scotch Ale                                                                 0
##   Scottish-Style Export Ale                                                  0
##   Scottish-Style Heavy Ale                                                   0
##   Scottish-Style Light Ale                                                   0
##   Session Beer                                                               0
##   Sour                                                                       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                    0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                        0
##   South German-Style Kristall Weizen / Kristall Weissbier                    0
##   South German-Style Weizenbock / Weissbock                                  0
##   Specialty Beer                                                             0
##   Stout                                                                      0
##   Strong Ale                                                                 0
##   Traditional German-Style Bock                                              0
##   Tripel                                                                     0
##   Wheat                                                                      0
##   Wild Beer                                                                  0
##                                                           
##                                                            German-Style Oktoberfest / Wiesen (Meadow)
##   Altbier                                                                                           0
##   Amber                                                                                             0
##   American-Style Malt Liquor                                                                        0
##   American-Style Märzen / Oktoberfest                                                               0
##   Bamberg-Style Bock Rauchbier                                                                      0
##   Bamberg-Style Märzen Rauchbier                                                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                          0
##   Barley Wine                                                                                       0
##   Barrel-Aged                                                                                       0
##   Belgian-style Fruit Beer                                                                          0
##   Belgian-Style Fruit Lambic                                                                        0
##   Belgian-Style Lambic                                                                              0
##   Belgian-Style Quadrupel                                                                           0
##   Belgian-Style Table Beer                                                                          0
##   Bitter                                                                                            0
##   Black                                                                                             0
##   Blonde                                                                                            0
##   Braggot                                                                                           0
##   Brett Beer                                                                                        0
##   Brown                                                                                             0
##   California Common Beer                                                                            0
##   Chili Pepper Beer                                                                                 0
##   Chocolate / Cocoa-Flavored Beer                                                                   0
##   Coffee-Flavored Beer                                                                              0
##   Contemporary Gose                                                                                 0
##   Dark American-Belgo-Style Ale                                                                     0
##   Dortmunder / European-Style Export                                                                0
##   Double India Pale Ale                                                                             0
##   Dubbel                                                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                    0
##   English-Style Dark Mild Ale                                                                       0
##   English-Style Pale Mild Ale                                                                       0
##   English-Style Summer Ale                                                                          0
##   European-Style Dark / Münchner Dunkel                                                             0
##   Field Beer                                                                                        0
##   Flavored Malt Beverage                                                                            0
##   French-Style Bière de Garde                                                                       0
##   Fresh "Wet" Hop Ale                                                                               0
##   Fruit Beer                                                                                        0
##   Fruit Cider                                                                                       0
##   German-Style Doppelbock                                                                           0
##   German-Style Eisbock                                                                              0
##   German-Style Heller Bock/Maibock                                                                  0
##   German-Style Leichtbier                                                                           0
##   German-Style Leichtes Weizen / Weissbier                                                          0
##   German-Style Märzen                                                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                           0
##   German-Style Schwarzbier                                                                          0
##   Gluten-Free Beer                                                                                  0
##   Grodziskie                                                                                        0
##   Herb and Spice Beer                                                                               0
##   Historical Beer                                                                                   0
##   India Pale Ale                                                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                     0
##   Kölsch                                                                                            0
##   Lager                                                                                             0
##   Leipzig-Style Gose                                                                                0
##   Mixed Culture Brett Beer                                                                          0
##   Münchner (Munich)-Style Helles                                                                    0
##   Old Ale                                                                                           0
##   Other Belgian-Style Ales                                                                          0
##   Pale Ale                                                                                          0
##   Pale American-Belgo-Style Ale                                                                     0
##   Pilsener                                                                                          0
##   Porter                                                                                            0
##   Pumpkin Beer                                                                                      0
##   Red                                                                                               0
##   Saison                                                                                            0
##   Scotch Ale                                                                                        0
##   Scottish-Style Export Ale                                                                         0
##   Scottish-Style Heavy Ale                                                                          0
##   Scottish-Style Light Ale                                                                          0
##   Session Beer                                                                                      0
##   Sour                                                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                               0
##   South German-Style Kristall Weizen / Kristall Weissbier                                           0
##   South German-Style Weizenbock / Weissbock                                                         0
##   Specialty Beer                                                                                    0
##   Stout                                                                                             0
##   Strong Ale                                                                                        0
##   Traditional German-Style Bock                                                                     0
##   Tripel                                                                                            0
##   Wheat                                                                                             0
##   Wild Beer                                                                                         0
##                                                           
##                                                            German-Style Rye Ale (Roggenbier) with or without Yeast
##   Altbier                                                                                                        0
##   Amber                                                                                                          0
##   American-Style Malt Liquor                                                                                     0
##   American-Style Märzen / Oktoberfest                                                                            0
##   Bamberg-Style Bock Rauchbier                                                                                   0
##   Bamberg-Style Märzen Rauchbier                                                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                                       0
##   Barley Wine                                                                                                    0
##   Barrel-Aged                                                                                                    0
##   Belgian-style Fruit Beer                                                                                       0
##   Belgian-Style Fruit Lambic                                                                                     0
##   Belgian-Style Lambic                                                                                           0
##   Belgian-Style Quadrupel                                                                                        0
##   Belgian-Style Table Beer                                                                                       0
##   Bitter                                                                                                         0
##   Black                                                                                                          0
##   Blonde                                                                                                         0
##   Braggot                                                                                                        0
##   Brett Beer                                                                                                     0
##   Brown                                                                                                          0
##   California Common Beer                                                                                         0
##   Chili Pepper Beer                                                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                                                0
##   Coffee-Flavored Beer                                                                                           0
##   Contemporary Gose                                                                                              0
##   Dark American-Belgo-Style Ale                                                                                  0
##   Dortmunder / European-Style Export                                                                             0
##   Double India Pale Ale                                                                                          0
##   Dubbel                                                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                                 0
##   English-Style Dark Mild Ale                                                                                    0
##   English-Style Pale Mild Ale                                                                                    0
##   English-Style Summer Ale                                                                                       0
##   European-Style Dark / Münchner Dunkel                                                                          0
##   Field Beer                                                                                                     0
##   Flavored Malt Beverage                                                                                         0
##   French-Style Bière de Garde                                                                                    0
##   Fresh "Wet" Hop Ale                                                                                            0
##   Fruit Beer                                                                                                     0
##   Fruit Cider                                                                                                    0
##   German-Style Doppelbock                                                                                        0
##   German-Style Eisbock                                                                                           0
##   German-Style Heller Bock/Maibock                                                                               0
##   German-Style Leichtbier                                                                                        0
##   German-Style Leichtes Weizen / Weissbier                                                                       0
##   German-Style Märzen                                                                                            1
##   German-Style Oktoberfest / Wiesen (Meadow)                                                                     1
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                                        0
##   German-Style Schwarzbier                                                                                       0
##   Gluten-Free Beer                                                                                               0
##   Grodziskie                                                                                                     0
##   Herb and Spice Beer                                                                                            0
##   Historical Beer                                                                                                0
##   India Pale Ale                                                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                                  0
##   Kölsch                                                                                                         0
##   Lager                                                                                                          0
##   Leipzig-Style Gose                                                                                             0
##   Mixed Culture Brett Beer                                                                                       0
##   Münchner (Munich)-Style Helles                                                                                 0
##   Old Ale                                                                                                        0
##   Other Belgian-Style Ales                                                                                       0
##   Pale Ale                                                                                                       0
##   Pale American-Belgo-Style Ale                                                                                  0
##   Pilsener                                                                                                       0
##   Porter                                                                                                         0
##   Pumpkin Beer                                                                                                   0
##   Red                                                                                                            0
##   Saison                                                                                                         0
##   Scotch Ale                                                                                                     0
##   Scottish-Style Export Ale                                                                                      0
##   Scottish-Style Heavy Ale                                                                                       0
##   Scottish-Style Light Ale                                                                                       0
##   Session Beer                                                                                                   0
##   Sour                                                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                                                        0
##   South German-Style Weizenbock / Weissbock                                                                      0
##   Specialty Beer                                                                                                 0
##   Stout                                                                                                          0
##   Strong Ale                                                                                                     0
##   Traditional German-Style Bock                                                                                  0
##   Tripel                                                                                                         0
##   Wheat                                                                                                          0
##   Wild Beer                                                                                                      0
##                                                           
##                                                            German-Style Schwarzbier
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Gluten-Free Beer
##   Altbier                                                                 0
##   Amber                                                                   0
##   American-Style Malt Liquor                                              0
##   American-Style Märzen / Oktoberfest                                     0
##   Bamberg-Style Bock Rauchbier                                            0
##   Bamberg-Style Märzen Rauchbier                                          0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                0
##   Barley Wine                                                             0
##   Barrel-Aged                                                             0
##   Belgian-style Fruit Beer                                                0
##   Belgian-Style Fruit Lambic                                              0
##   Belgian-Style Lambic                                                    0
##   Belgian-Style Quadrupel                                                 0
##   Belgian-Style Table Beer                                                0
##   Bitter                                                                  0
##   Black                                                                   0
##   Blonde                                                                  0
##   Braggot                                                                 0
##   Brett Beer                                                              0
##   Brown                                                                   0
##   California Common Beer                                                  0
##   Chili Pepper Beer                                                       0
##   Chocolate / Cocoa-Flavored Beer                                         0
##   Coffee-Flavored Beer                                                    0
##   Contemporary Gose                                                       0
##   Dark American-Belgo-Style Ale                                           0
##   Dortmunder / European-Style Export                                      0
##   Double India Pale Ale                                                   0
##   Dubbel                                                                  0
##   Dutch-Style Kuit, Kuyt or Koyt                                          0
##   English-Style Dark Mild Ale                                             0
##   English-Style Pale Mild Ale                                             0
##   English-Style Summer Ale                                                0
##   European-Style Dark / Münchner Dunkel                                   0
##   Field Beer                                                              0
##   Flavored Malt Beverage                                                  0
##   French-Style Bière de Garde                                             0
##   Fresh "Wet" Hop Ale                                                     0
##   Fruit Beer                                                              0
##   Fruit Cider                                                             0
##   German-Style Doppelbock                                                 0
##   German-Style Eisbock                                                    0
##   German-Style Heller Bock/Maibock                                        0
##   German-Style Leichtbier                                                 0
##   German-Style Leichtes Weizen / Weissbier                                0
##   German-Style Märzen                                                     0
##   German-Style Oktoberfest / Wiesen (Meadow)                              0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                 0
##   German-Style Schwarzbier                                                0
##   Gluten-Free Beer                                                        0
##   Grodziskie                                                              0
##   Herb and Spice Beer                                                     0
##   Historical Beer                                                         0
##   India Pale Ale                                                          0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                           0
##   Kölsch                                                                  0
##   Lager                                                                   0
##   Leipzig-Style Gose                                                      0
##   Mixed Culture Brett Beer                                                0
##   Münchner (Munich)-Style Helles                                          0
##   Old Ale                                                                 0
##   Other Belgian-Style Ales                                                0
##   Pale Ale                                                                0
##   Pale American-Belgo-Style Ale                                           0
##   Pilsener                                                                0
##   Porter                                                                  0
##   Pumpkin Beer                                                            0
##   Red                                                                     0
##   Saison                                                                  0
##   Scotch Ale                                                              0
##   Scottish-Style Export Ale                                               0
##   Scottish-Style Heavy Ale                                                0
##   Scottish-Style Light Ale                                                0
##   Session Beer                                                            0
##   Sour                                                                    0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                 0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                     0
##   South German-Style Kristall Weizen / Kristall Weissbier                 0
##   South German-Style Weizenbock / Weissbock                               0
##   Specialty Beer                                                          0
##   Stout                                                                   0
##   Strong Ale                                                              0
##   Traditional German-Style Bock                                           0
##   Tripel                                                                  0
##   Wheat                                                                   0
##   Wild Beer                                                               0
##                                                           
##                                                            Grodziskie
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          0
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            0
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                             0
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 0
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             0
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           0
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               0
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             0
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          0
##   Pale Ale                                                          0
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            0
##   Pumpkin Beer                                                      0
##   Red                                                               0
##   Saison                                                            0
##   Scotch Ale                                                        0
##   Scottish-Style Export Ale                                         0
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               0
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    0
##   Stout                                                             0
##   Strong Ale                                                        0
##   Traditional German-Style Bock                                     0
##   Tripel                                                            0
##   Wheat                                                             0
##   Wild Beer                                                         0
##                                                           
##                                                            Herb and Spice Beer
##   Altbier                                                                    0
##   Amber                                                                      0
##   American-Style Malt Liquor                                                 0
##   American-Style Märzen / Oktoberfest                                        0
##   Bamberg-Style Bock Rauchbier                                               0
##   Bamberg-Style Märzen Rauchbier                                             0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                   0
##   Barley Wine                                                                0
##   Barrel-Aged                                                                0
##   Belgian-style Fruit Beer                                                   0
##   Belgian-Style Fruit Lambic                                                 0
##   Belgian-Style Lambic                                                       0
##   Belgian-Style Quadrupel                                                    0
##   Belgian-Style Table Beer                                                   0
##   Bitter                                                                     0
##   Black                                                                      0
##   Blonde                                                                     0
##   Braggot                                                                    0
##   Brett Beer                                                                 0
##   Brown                                                                      0
##   California Common Beer                                                     0
##   Chili Pepper Beer                                                          0
##   Chocolate / Cocoa-Flavored Beer                                            0
##   Coffee-Flavored Beer                                                       0
##   Contemporary Gose                                                          0
##   Dark American-Belgo-Style Ale                                              0
##   Dortmunder / European-Style Export                                         0
##   Double India Pale Ale                                                      0
##   Dubbel                                                                     0
##   Dutch-Style Kuit, Kuyt or Koyt                                             0
##   English-Style Dark Mild Ale                                                0
##   English-Style Pale Mild Ale                                                0
##   English-Style Summer Ale                                                   0
##   European-Style Dark / Münchner Dunkel                                      0
##   Field Beer                                                                 0
##   Flavored Malt Beverage                                                     0
##   French-Style Bière de Garde                                                0
##   Fresh "Wet" Hop Ale                                                        0
##   Fruit Beer                                                                 0
##   Fruit Cider                                                                0
##   German-Style Doppelbock                                                    0
##   German-Style Eisbock                                                       0
##   German-Style Heller Bock/Maibock                                           0
##   German-Style Leichtbier                                                    0
##   German-Style Leichtes Weizen / Weissbier                                   0
##   German-Style Märzen                                                        0
##   German-Style Oktoberfest / Wiesen (Meadow)                                 0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                    0
##   German-Style Schwarzbier                                                   0
##   Gluten-Free Beer                                                           0
##   Grodziskie                                                                 0
##   Herb and Spice Beer                                                        0
##   Historical Beer                                                            0
##   India Pale Ale                                                             0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                              0
##   Kölsch                                                                     0
##   Lager                                                                      0
##   Leipzig-Style Gose                                                         0
##   Mixed Culture Brett Beer                                                   0
##   Münchner (Munich)-Style Helles                                             0
##   Old Ale                                                                    0
##   Other Belgian-Style Ales                                                   0
##   Pale Ale                                                                   0
##   Pale American-Belgo-Style Ale                                              0
##   Pilsener                                                                   0
##   Porter                                                                     0
##   Pumpkin Beer                                                               0
##   Red                                                                        0
##   Saison                                                                     0
##   Scotch Ale                                                                 0
##   Scottish-Style Export Ale                                                  0
##   Scottish-Style Heavy Ale                                                   0
##   Scottish-Style Light Ale                                                   0
##   Session Beer                                                               0
##   Sour                                                                       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                    0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                        0
##   South German-Style Kristall Weizen / Kristall Weissbier                    0
##   South German-Style Weizenbock / Weissbock                                  0
##   Specialty Beer                                                             0
##   Stout                                                                      0
##   Strong Ale                                                                 0
##   Traditional German-Style Bock                                              0
##   Tripel                                                                     0
##   Wheat                                                                      0
##   Wild Beer                                                                  0
##                                                           
##                                                            Historical Beer
##   Altbier                                                                0
##   Amber                                                                  0
##   American-Style Malt Liquor                                             0
##   American-Style Märzen / Oktoberfest                                    0
##   Bamberg-Style Bock Rauchbier                                           0
##   Bamberg-Style Märzen Rauchbier                                         0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)               0
##   Barley Wine                                                            0
##   Barrel-Aged                                                            0
##   Belgian-style Fruit Beer                                               0
##   Belgian-Style Fruit Lambic                                             0
##   Belgian-Style Lambic                                                   0
##   Belgian-Style Quadrupel                                                0
##   Belgian-Style Table Beer                                               0
##   Bitter                                                                 0
##   Black                                                                  0
##   Blonde                                                                 0
##   Braggot                                                                0
##   Brett Beer                                                             0
##   Brown                                                                  0
##   California Common Beer                                                 0
##   Chili Pepper Beer                                                      0
##   Chocolate / Cocoa-Flavored Beer                                        0
##   Coffee-Flavored Beer                                                   0
##   Contemporary Gose                                                      0
##   Dark American-Belgo-Style Ale                                          0
##   Dortmunder / European-Style Export                                     0
##   Double India Pale Ale                                                  0
##   Dubbel                                                                 0
##   Dutch-Style Kuit, Kuyt or Koyt                                         0
##   English-Style Dark Mild Ale                                            0
##   English-Style Pale Mild Ale                                            0
##   English-Style Summer Ale                                               0
##   European-Style Dark / Münchner Dunkel                                  0
##   Field Beer                                                             0
##   Flavored Malt Beverage                                                 0
##   French-Style Bière de Garde                                            0
##   Fresh "Wet" Hop Ale                                                    0
##   Fruit Beer                                                             0
##   Fruit Cider                                                            0
##   German-Style Doppelbock                                                0
##   German-Style Eisbock                                                   0
##   German-Style Heller Bock/Maibock                                       0
##   German-Style Leichtbier                                                0
##   German-Style Leichtes Weizen / Weissbier                               0
##   German-Style Märzen                                                    0
##   German-Style Oktoberfest / Wiesen (Meadow)                             0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                0
##   German-Style Schwarzbier                                               0
##   Gluten-Free Beer                                                       0
##   Grodziskie                                                             0
##   Herb and Spice Beer                                                    0
##   Historical Beer                                                        0
##   India Pale Ale                                                         0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                          0
##   Kölsch                                                                 0
##   Lager                                                                  0
##   Leipzig-Style Gose                                                     0
##   Mixed Culture Brett Beer                                               0
##   Münchner (Munich)-Style Helles                                         0
##   Old Ale                                                                0
##   Other Belgian-Style Ales                                               0
##   Pale Ale                                                               0
##   Pale American-Belgo-Style Ale                                          0
##   Pilsener                                                               0
##   Porter                                                                 0
##   Pumpkin Beer                                                           0
##   Red                                                                    0
##   Saison                                                                 0
##   Scotch Ale                                                             0
##   Scottish-Style Export Ale                                              0
##   Scottish-Style Heavy Ale                                               0
##   Scottish-Style Light Ale                                               0
##   Session Beer                                                           0
##   Sour                                                                   0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                    0
##   South German-Style Kristall Weizen / Kristall Weissbier                0
##   South German-Style Weizenbock / Weissbock                              0
##   Specialty Beer                                                         0
##   Stout                                                                  0
##   Strong Ale                                                             0
##   Traditional German-Style Bock                                          0
##   Tripel                                                                 0
##   Wheat                                                                  0
##   Wild Beer                                                              0
##                                                           
##                                                            India Pale Ale
##   Altbier                                                               0
##   Amber                                                                 0
##   American-Style Malt Liquor                                            0
##   American-Style Märzen / Oktoberfest                                   0
##   Bamberg-Style Bock Rauchbier                                          0
##   Bamberg-Style Märzen Rauchbier                                        0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)              0
##   Barley Wine                                                           0
##   Barrel-Aged                                                           0
##   Belgian-style Fruit Beer                                              0
##   Belgian-Style Fruit Lambic                                            0
##   Belgian-Style Lambic                                                  0
##   Belgian-Style Quadrupel                                               0
##   Belgian-Style Table Beer                                              0
##   Bitter                                                                0
##   Black                                                                 0
##   Blonde                                                                0
##   Braggot                                                               0
##   Brett Beer                                                            0
##   Brown                                                                 0
##   California Common Beer                                                0
##   Chili Pepper Beer                                                     0
##   Chocolate / Cocoa-Flavored Beer                                       0
##   Coffee-Flavored Beer                                                  0
##   Contemporary Gose                                                     0
##   Dark American-Belgo-Style Ale                                         0
##   Dortmunder / European-Style Export                                    0
##   Double India Pale Ale                                                 0
##   Dubbel                                                                0
##   Dutch-Style Kuit, Kuyt or Koyt                                        0
##   English-Style Dark Mild Ale                                           0
##   English-Style Pale Mild Ale                                           0
##   English-Style Summer Ale                                              0
##   European-Style Dark / Münchner Dunkel                                 0
##   Field Beer                                                            0
##   Flavored Malt Beverage                                                0
##   French-Style Bière de Garde                                           0
##   Fresh "Wet" Hop Ale                                                   0
##   Fruit Beer                                                            0
##   Fruit Cider                                                           0
##   German-Style Doppelbock                                               0
##   German-Style Eisbock                                                  0
##   German-Style Heller Bock/Maibock                                      0
##   German-Style Leichtbier                                               0
##   German-Style Leichtes Weizen / Weissbier                              0
##   German-Style Märzen                                                   0
##   German-Style Oktoberfest / Wiesen (Meadow)                            0
##   German-Style Rye Ale (Roggenbier) with or without Yeast               0
##   German-Style Schwarzbier                                              0
##   Gluten-Free Beer                                                      0
##   Grodziskie                                                            0
##   Herb and Spice Beer                                                   0
##   Historical Beer                                                       0
##   India Pale Ale                                                        0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                         0
##   Kölsch                                                                0
##   Lager                                                                 0
##   Leipzig-Style Gose                                                    0
##   Mixed Culture Brett Beer                                              0
##   Münchner (Munich)-Style Helles                                        0
##   Old Ale                                                               0
##   Other Belgian-Style Ales                                              0
##   Pale Ale                                                              0
##   Pale American-Belgo-Style Ale                                         0
##   Pilsener                                                              0
##   Porter                                                                0
##   Pumpkin Beer                                                          0
##   Red                                                                   0
##   Saison                                                                0
##   Scotch Ale                                                            0
##   Scottish-Style Export Ale                                             0
##   Scottish-Style Heavy Ale                                              0
##   Scottish-Style Light Ale                                              0
##   Session Beer                                                          0
##   Sour                                                                  0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier               0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                   0
##   South German-Style Kristall Weizen / Kristall Weissbier               0
##   South German-Style Weizenbock / Weissbock                             0
##   Specialty Beer                                                        0
##   Stout                                                                 0
##   Strong Ale                                                            0
##   Traditional German-Style Bock                                         0
##   Tripel                                                                0
##   Wheat                                                                 0
##   Wild Beer                                                             0
##                                                           
##                                                            Kellerbier (Cellar beer) or Zwickelbier - Ale
##   Altbier                                                                                              0
##   Amber                                                                                                0
##   American-Style Malt Liquor                                                                           0
##   American-Style Märzen / Oktoberfest                                                                  0
##   Bamberg-Style Bock Rauchbier                                                                         0
##   Bamberg-Style Märzen Rauchbier                                                                       0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                             0
##   Barley Wine                                                                                          0
##   Barrel-Aged                                                                                          0
##   Belgian-style Fruit Beer                                                                             0
##   Belgian-Style Fruit Lambic                                                                           0
##   Belgian-Style Lambic                                                                                 0
##   Belgian-Style Quadrupel                                                                              0
##   Belgian-Style Table Beer                                                                             0
##   Bitter                                                                                               0
##   Black                                                                                                0
##   Blonde                                                                                               0
##   Braggot                                                                                              0
##   Brett Beer                                                                                           0
##   Brown                                                                                                0
##   California Common Beer                                                                               0
##   Chili Pepper Beer                                                                                    0
##   Chocolate / Cocoa-Flavored Beer                                                                      0
##   Coffee-Flavored Beer                                                                                 0
##   Contemporary Gose                                                                                    0
##   Dark American-Belgo-Style Ale                                                                        0
##   Dortmunder / European-Style Export                                                                   0
##   Double India Pale Ale                                                                                0
##   Dubbel                                                                                               0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                       0
##   English-Style Dark Mild Ale                                                                          0
##   English-Style Pale Mild Ale                                                                          0
##   English-Style Summer Ale                                                                             0
##   European-Style Dark / Münchner Dunkel                                                                0
##   Field Beer                                                                                           0
##   Flavored Malt Beverage                                                                               0
##   French-Style Bière de Garde                                                                          0
##   Fresh "Wet" Hop Ale                                                                                  0
##   Fruit Beer                                                                                           0
##   Fruit Cider                                                                                          0
##   German-Style Doppelbock                                                                              0
##   German-Style Eisbock                                                                                 0
##   German-Style Heller Bock/Maibock                                                                     0
##   German-Style Leichtbier                                                                              0
##   German-Style Leichtes Weizen / Weissbier                                                             0
##   German-Style Märzen                                                                                  0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                           0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                              0
##   German-Style Schwarzbier                                                                             0
##   Gluten-Free Beer                                                                                     0
##   Grodziskie                                                                                           0
##   Herb and Spice Beer                                                                                  0
##   Historical Beer                                                                                      0
##   India Pale Ale                                                                                       0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                        0
##   Kölsch                                                                                               0
##   Lager                                                                                                0
##   Leipzig-Style Gose                                                                                   0
##   Mixed Culture Brett Beer                                                                             0
##   Münchner (Munich)-Style Helles                                                                       0
##   Old Ale                                                                                              0
##   Other Belgian-Style Ales                                                                             0
##   Pale Ale                                                                                             0
##   Pale American-Belgo-Style Ale                                                                        0
##   Pilsener                                                                                             0
##   Porter                                                                                               0
##   Pumpkin Beer                                                                                         0
##   Red                                                                                                  0
##   Saison                                                                                               0
##   Scotch Ale                                                                                           0
##   Scottish-Style Export Ale                                                                            0
##   Scottish-Style Heavy Ale                                                                             0
##   Scottish-Style Light Ale                                                                             0
##   Session Beer                                                                                         0
##   Sour                                                                                                 0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                              0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                  0
##   South German-Style Kristall Weizen / Kristall Weissbier                                              0
##   South German-Style Weizenbock / Weissbock                                                            0
##   Specialty Beer                                                                                       0
##   Stout                                                                                                0
##   Strong Ale                                                                                           0
##   Traditional German-Style Bock                                                                        0
##   Tripel                                                                                               0
##   Wheat                                                                                                0
##   Wild Beer                                                                                            0
##                                                           
##                                                            Kölsch Lager
##   Altbier                                                       1     0
##   Amber                                                         1     0
##   American-Style Malt Liquor                                    0     0
##   American-Style Märzen / Oktoberfest                           1     0
##   Bamberg-Style Bock Rauchbier                                  0     0
##   Bamberg-Style Märzen Rauchbier                                0     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)      0     0
##   Barley Wine                                                   0     0
##   Barrel-Aged                                                   0     0
##   Belgian-style Fruit Beer                                      0     0
##   Belgian-Style Fruit Lambic                                    1     0
##   Belgian-Style Lambic                                          0     0
##   Belgian-Style Quadrupel                                       0     0
##   Belgian-Style Table Beer                                      0     0
##   Bitter                                                        0     0
##   Black                                                         4     0
##   Blonde                                                        4     0
##   Braggot                                                       0     0
##   Brett Beer                                                    0     0
##   Brown                                                         2     0
##   California Common Beer                                        0     0
##   Chili Pepper Beer                                             0     0
##   Chocolate / Cocoa-Flavored Beer                               0     0
##   Coffee-Flavored Beer                                          0     0
##   Contemporary Gose                                             0     0
##   Dark American-Belgo-Style Ale                                 1     0
##   Dortmunder / European-Style Export                            0     0
##   Double India Pale Ale                                         2     0
##   Dubbel                                                        3     0
##   Dutch-Style Kuit, Kuyt or Koyt                                0     0
##   English-Style Dark Mild Ale                                   0     0
##   English-Style Pale Mild Ale                                   0     0
##   English-Style Summer Ale                                      0     0
##   European-Style Dark / Münchner Dunkel                         0     0
##   Field Beer                                                    1     0
##   Flavored Malt Beverage                                        0     0
##   French-Style Bière de Garde                                   2     0
##   Fresh "Wet" Hop Ale                                           1     0
##   Fruit Beer                                                    0     0
##   Fruit Cider                                                   0     0
##   German-Style Doppelbock                                       0     0
##   German-Style Eisbock                                          0     0
##   German-Style Heller Bock/Maibock                              1     0
##   German-Style Leichtbier                                       0     0
##   German-Style Leichtes Weizen / Weissbier                      0     0
##   German-Style Märzen                                           0     0
##   German-Style Oktoberfest / Wiesen (Meadow)                    0     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast       0     0
##   German-Style Schwarzbier                                      0     0
##   Gluten-Free Beer                                              0     0
##   Grodziskie                                                    0     0
##   Herb and Spice Beer                                           4     0
##   Historical Beer                                               0     0
##   India Pale Ale                                              105     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                 0     0
##   Kölsch                                                        1     0
##   Lager                                                         4     0
##   Leipzig-Style Gose                                            0     0
##   Mixed Culture Brett Beer                                      0     0
##   Münchner (Munich)-Style Helles                                0     0
##   Old Ale                                                       1     0
##   Other Belgian-Style Ales                                      2     0
##   Pale Ale                                                     11     0
##   Pale American-Belgo-Style Ale                                 4     0
##   Pilsener                                                      0     0
##   Porter                                                        1     0
##   Pumpkin Beer                                                  2     0
##   Red                                                           9     0
##   Saison                                                        6     0
##   Scotch Ale                                                    1     0
##   Scottish-Style Export Ale                                     0     0
##   Scottish-Style Heavy Ale                                      0     0
##   Scottish-Style Light Ale                                      0     0
##   Session Beer                                                  0     0
##   Sour                                                          1     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier       0     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier           0     0
##   South German-Style Kristall Weizen / Kristall Weissbier       0     0
##   South German-Style Weizenbock / Weissbock                     0     0
##   Specialty Beer                                                1     0
##   Stout                                                         0     0
##   Strong Ale                                                    3     0
##   Traditional German-Style Bock                                 4     0
##   Tripel                                                        0     0
##   Wheat                                                         2     0
##   Wild Beer                                                     0     0
##                                                           
##                                                            Leipzig-Style Gose
##   Altbier                                                                   0
##   Amber                                                                     0
##   American-Style Malt Liquor                                                0
##   American-Style Märzen / Oktoberfest                                       0
##   Bamberg-Style Bock Rauchbier                                              0
##   Bamberg-Style Märzen Rauchbier                                            0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                  0
##   Barley Wine                                                               0
##   Barrel-Aged                                                               0
##   Belgian-style Fruit Beer                                                  0
##   Belgian-Style Fruit Lambic                                                0
##   Belgian-Style Lambic                                                      0
##   Belgian-Style Quadrupel                                                   0
##   Belgian-Style Table Beer                                                  0
##   Bitter                                                                    0
##   Black                                                                     0
##   Blonde                                                                    0
##   Braggot                                                                   0
##   Brett Beer                                                                0
##   Brown                                                                     0
##   California Common Beer                                                    0
##   Chili Pepper Beer                                                         0
##   Chocolate / Cocoa-Flavored Beer                                           0
##   Coffee-Flavored Beer                                                      0
##   Contemporary Gose                                                         0
##   Dark American-Belgo-Style Ale                                             0
##   Dortmunder / European-Style Export                                        0
##   Double India Pale Ale                                                     0
##   Dubbel                                                                    0
##   Dutch-Style Kuit, Kuyt or Koyt                                            0
##   English-Style Dark Mild Ale                                               0
##   English-Style Pale Mild Ale                                               0
##   English-Style Summer Ale                                                  0
##   European-Style Dark / Münchner Dunkel                                     0
##   Field Beer                                                                0
##   Flavored Malt Beverage                                                    0
##   French-Style Bière de Garde                                               0
##   Fresh "Wet" Hop Ale                                                       0
##   Fruit Beer                                                                0
##   Fruit Cider                                                               0
##   German-Style Doppelbock                                                   0
##   German-Style Eisbock                                                      0
##   German-Style Heller Bock/Maibock                                          0
##   German-Style Leichtbier                                                   0
##   German-Style Leichtes Weizen / Weissbier                                  0
##   German-Style Märzen                                                       0
##   German-Style Oktoberfest / Wiesen (Meadow)                                0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                   0
##   German-Style Schwarzbier                                                  0
##   Gluten-Free Beer                                                          0
##   Grodziskie                                                                0
##   Herb and Spice Beer                                                       0
##   Historical Beer                                                           0
##   India Pale Ale                                                            0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                             0
##   Kölsch                                                                    1
##   Lager                                                                     0
##   Leipzig-Style Gose                                                        0
##   Mixed Culture Brett Beer                                                  0
##   Münchner (Munich)-Style Helles                                            0
##   Old Ale                                                                   0
##   Other Belgian-Style Ales                                                  0
##   Pale Ale                                                                  0
##   Pale American-Belgo-Style Ale                                             0
##   Pilsener                                                                  0
##   Porter                                                                    0
##   Pumpkin Beer                                                              0
##   Red                                                                       0
##   Saison                                                                    0
##   Scotch Ale                                                                0
##   Scottish-Style Export Ale                                                 0
##   Scottish-Style Heavy Ale                                                  0
##   Scottish-Style Light Ale                                                  0
##   Session Beer                                                              0
##   Sour                                                                      0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                   0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                       0
##   South German-Style Kristall Weizen / Kristall Weissbier                   0
##   South German-Style Weizenbock / Weissbock                                 0
##   Specialty Beer                                                            0
##   Stout                                                                     0
##   Strong Ale                                                                0
##   Traditional German-Style Bock                                             0
##   Tripel                                                                    0
##   Wheat                                                                     0
##   Wild Beer                                                                 0
##                                                           
##                                                            Mixed Culture Brett Beer
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           2
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Münchner (Munich)-Style Helles
##   Altbier                                                                               0
##   Amber                                                                                 0
##   American-Style Malt Liquor                                                            0
##   American-Style Märzen / Oktoberfest                                                   0
##   Bamberg-Style Bock Rauchbier                                                          0
##   Bamberg-Style Märzen Rauchbier                                                        0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                              0
##   Barley Wine                                                                           0
##   Barrel-Aged                                                                           0
##   Belgian-style Fruit Beer                                                              0
##   Belgian-Style Fruit Lambic                                                            0
##   Belgian-Style Lambic                                                                  0
##   Belgian-Style Quadrupel                                                               0
##   Belgian-Style Table Beer                                                              0
##   Bitter                                                                                0
##   Black                                                                                 0
##   Blonde                                                                                0
##   Braggot                                                                               0
##   Brett Beer                                                                            0
##   Brown                                                                                 0
##   California Common Beer                                                                0
##   Chili Pepper Beer                                                                     0
##   Chocolate / Cocoa-Flavored Beer                                                       0
##   Coffee-Flavored Beer                                                                  0
##   Contemporary Gose                                                                     0
##   Dark American-Belgo-Style Ale                                                         0
##   Dortmunder / European-Style Export                                                    0
##   Double India Pale Ale                                                                 0
##   Dubbel                                                                                0
##   Dutch-Style Kuit, Kuyt or Koyt                                                        0
##   English-Style Dark Mild Ale                                                           0
##   English-Style Pale Mild Ale                                                           0
##   English-Style Summer Ale                                                              0
##   European-Style Dark / Münchner Dunkel                                                 0
##   Field Beer                                                                            0
##   Flavored Malt Beverage                                                                0
##   French-Style Bière de Garde                                                           0
##   Fresh "Wet" Hop Ale                                                                   0
##   Fruit Beer                                                                            0
##   Fruit Cider                                                                           0
##   German-Style Doppelbock                                                               0
##   German-Style Eisbock                                                                  0
##   German-Style Heller Bock/Maibock                                                      0
##   German-Style Leichtbier                                                               0
##   German-Style Leichtes Weizen / Weissbier                                              0
##   German-Style Märzen                                                                   0
##   German-Style Oktoberfest / Wiesen (Meadow)                                            0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                               0
##   German-Style Schwarzbier                                                              0
##   Gluten-Free Beer                                                                      0
##   Grodziskie                                                                            0
##   Herb and Spice Beer                                                                   0
##   Historical Beer                                                                       0
##   India Pale Ale                                                                        0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                         0
##   Kölsch                                                                                0
##   Lager                                                                                 0
##   Leipzig-Style Gose                                                                    0
##   Mixed Culture Brett Beer                                                              0
##   Münchner (Munich)-Style Helles                                                        0
##   Old Ale                                                                               0
##   Other Belgian-Style Ales                                                              0
##   Pale Ale                                                                              0
##   Pale American-Belgo-Style Ale                                                         0
##   Pilsener                                                                              0
##   Porter                                                                                0
##   Pumpkin Beer                                                                          0
##   Red                                                                                   0
##   Saison                                                                                0
##   Scotch Ale                                                                            0
##   Scottish-Style Export Ale                                                             0
##   Scottish-Style Heavy Ale                                                              0
##   Scottish-Style Light Ale                                                              0
##   Session Beer                                                                          0
##   Sour                                                                                  0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                               0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                   0
##   South German-Style Kristall Weizen / Kristall Weissbier                               0
##   South German-Style Weizenbock / Weissbock                                             0
##   Specialty Beer                                                                        0
##   Stout                                                                                 0
##   Strong Ale                                                                            0
##   Traditional German-Style Bock                                                         0
##   Tripel                                                                                0
##   Wheat                                                                                 0
##   Wild Beer                                                                             0
##                                                           
##                                                            Old Ale
##   Altbier                                                        0
##   Amber                                                          0
##   American-Style Malt Liquor                                     0
##   American-Style Märzen / Oktoberfest                            0
##   Bamberg-Style Bock Rauchbier                                   0
##   Bamberg-Style Märzen Rauchbier                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)       0
##   Barley Wine                                                    0
##   Barrel-Aged                                                    0
##   Belgian-style Fruit Beer                                       0
##   Belgian-Style Fruit Lambic                                     0
##   Belgian-Style Lambic                                           0
##   Belgian-Style Quadrupel                                        0
##   Belgian-Style Table Beer                                       0
##   Bitter                                                         0
##   Black                                                          0
##   Blonde                                                         0
##   Braggot                                                        0
##   Brett Beer                                                     0
##   Brown                                                          0
##   California Common Beer                                         0
##   Chili Pepper Beer                                              0
##   Chocolate / Cocoa-Flavored Beer                                0
##   Coffee-Flavored Beer                                           0
##   Contemporary Gose                                              0
##   Dark American-Belgo-Style Ale                                  0
##   Dortmunder / European-Style Export                             0
##   Double India Pale Ale                                          0
##   Dubbel                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                 0
##   English-Style Dark Mild Ale                                    0
##   English-Style Pale Mild Ale                                    0
##   English-Style Summer Ale                                       0
##   European-Style Dark / Münchner Dunkel                          0
##   Field Beer                                                     0
##   Flavored Malt Beverage                                         0
##   French-Style Bière de Garde                                    0
##   Fresh "Wet" Hop Ale                                            0
##   Fruit Beer                                                     0
##   Fruit Cider                                                    0
##   German-Style Doppelbock                                        0
##   German-Style Eisbock                                           0
##   German-Style Heller Bock/Maibock                               0
##   German-Style Leichtbier                                        0
##   German-Style Leichtes Weizen / Weissbier                       0
##   German-Style Märzen                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast        0
##   German-Style Schwarzbier                                       0
##   Gluten-Free Beer                                               0
##   Grodziskie                                                     0
##   Herb and Spice Beer                                            0
##   Historical Beer                                                0
##   India Pale Ale                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                  0
##   Kölsch                                                         0
##   Lager                                                          0
##   Leipzig-Style Gose                                             0
##   Mixed Culture Brett Beer                                       0
##   Münchner (Munich)-Style Helles                                 0
##   Old Ale                                                        0
##   Other Belgian-Style Ales                                       0
##   Pale Ale                                                       0
##   Pale American-Belgo-Style Ale                                  0
##   Pilsener                                                       0
##   Porter                                                         0
##   Pumpkin Beer                                                   0
##   Red                                                            0
##   Saison                                                         0
##   Scotch Ale                                                     0
##   Scottish-Style Export Ale                                      0
##   Scottish-Style Heavy Ale                                       0
##   Scottish-Style Light Ale                                       0
##   Session Beer                                                   0
##   Sour                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier            0
##   South German-Style Kristall Weizen / Kristall Weissbier        0
##   South German-Style Weizenbock / Weissbock                      0
##   Specialty Beer                                                 0
##   Stout                                                          0
##   Strong Ale                                                     0
##   Traditional German-Style Bock                                  0
##   Tripel                                                         0
##   Wheat                                                          0
##   Wild Beer                                                      0
##                                                           
##                                                            Other Belgian-Style Ales
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Pale Ale
##   Altbier                                                         0
##   Amber                                                           0
##   American-Style Malt Liquor                                      0
##   American-Style Märzen / Oktoberfest                             0
##   Bamberg-Style Bock Rauchbier                                    0
##   Bamberg-Style Märzen Rauchbier                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)        0
##   Barley Wine                                                     0
##   Barrel-Aged                                                     0
##   Belgian-style Fruit Beer                                        0
##   Belgian-Style Fruit Lambic                                      0
##   Belgian-Style Lambic                                            0
##   Belgian-Style Quadrupel                                         0
##   Belgian-Style Table Beer                                        0
##   Bitter                                                          0
##   Black                                                           0
##   Blonde                                                          0
##   Braggot                                                         0
##   Brett Beer                                                      0
##   Brown                                                           0
##   California Common Beer                                          0
##   Chili Pepper Beer                                               0
##   Chocolate / Cocoa-Flavored Beer                                 0
##   Coffee-Flavored Beer                                            0
##   Contemporary Gose                                               0
##   Dark American-Belgo-Style Ale                                   0
##   Dortmunder / European-Style Export                              0
##   Double India Pale Ale                                           0
##   Dubbel                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                  0
##   English-Style Dark Mild Ale                                     0
##   English-Style Pale Mild Ale                                     0
##   English-Style Summer Ale                                        0
##   European-Style Dark / Münchner Dunkel                           0
##   Field Beer                                                      0
##   Flavored Malt Beverage                                          0
##   French-Style Bière de Garde                                     0
##   Fresh "Wet" Hop Ale                                             0
##   Fruit Beer                                                      0
##   Fruit Cider                                                     0
##   German-Style Doppelbock                                         0
##   German-Style Eisbock                                            0
##   German-Style Heller Bock/Maibock                                0
##   German-Style Leichtbier                                         0
##   German-Style Leichtes Weizen / Weissbier                        0
##   German-Style Märzen                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast         0
##   German-Style Schwarzbier                                        0
##   Gluten-Free Beer                                                0
##   Grodziskie                                                      0
##   Herb and Spice Beer                                             0
##   Historical Beer                                                 0
##   India Pale Ale                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                   0
##   Kölsch                                                          0
##   Lager                                                           0
##   Leipzig-Style Gose                                              0
##   Mixed Culture Brett Beer                                        0
##   Münchner (Munich)-Style Helles                                  0
##   Old Ale                                                         0
##   Other Belgian-Style Ales                                        0
##   Pale Ale                                                        0
##   Pale American-Belgo-Style Ale                                   0
##   Pilsener                                                        0
##   Porter                                                          0
##   Pumpkin Beer                                                    0
##   Red                                                             0
##   Saison                                                          0
##   Scotch Ale                                                      0
##   Scottish-Style Export Ale                                       0
##   Scottish-Style Heavy Ale                                        0
##   Scottish-Style Light Ale                                        0
##   Session Beer                                                    0
##   Sour                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier             0
##   South German-Style Kristall Weizen / Kristall Weissbier         0
##   South German-Style Weizenbock / Weissbock                       0
##   Specialty Beer                                                  0
##   Stout                                                           0
##   Strong Ale                                                      0
##   Traditional German-Style Bock                                   0
##   Tripel                                                          0
##   Wheat                                                           0
##   Wild Beer                                                       0
##                                                           
##                                                            Pale American-Belgo-Style Ale
##   Altbier                                                                              0
##   Amber                                                                                0
##   American-Style Malt Liquor                                                           0
##   American-Style Märzen / Oktoberfest                                                  0
##   Bamberg-Style Bock Rauchbier                                                         0
##   Bamberg-Style Märzen Rauchbier                                                       0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                             0
##   Barley Wine                                                                          0
##   Barrel-Aged                                                                          0
##   Belgian-style Fruit Beer                                                             0
##   Belgian-Style Fruit Lambic                                                           0
##   Belgian-Style Lambic                                                                 0
##   Belgian-Style Quadrupel                                                              0
##   Belgian-Style Table Beer                                                             0
##   Bitter                                                                               0
##   Black                                                                                0
##   Blonde                                                                               0
##   Braggot                                                                              0
##   Brett Beer                                                                           0
##   Brown                                                                                0
##   California Common Beer                                                               0
##   Chili Pepper Beer                                                                    0
##   Chocolate / Cocoa-Flavored Beer                                                      0
##   Coffee-Flavored Beer                                                                 0
##   Contemporary Gose                                                                    0
##   Dark American-Belgo-Style Ale                                                        0
##   Dortmunder / European-Style Export                                                   0
##   Double India Pale Ale                                                                0
##   Dubbel                                                                               0
##   Dutch-Style Kuit, Kuyt or Koyt                                                       0
##   English-Style Dark Mild Ale                                                          0
##   English-Style Pale Mild Ale                                                          0
##   English-Style Summer Ale                                                             0
##   European-Style Dark / Münchner Dunkel                                                0
##   Field Beer                                                                           0
##   Flavored Malt Beverage                                                               0
##   French-Style Bière de Garde                                                          0
##   Fresh "Wet" Hop Ale                                                                  0
##   Fruit Beer                                                                           0
##   Fruit Cider                                                                          0
##   German-Style Doppelbock                                                              0
##   German-Style Eisbock                                                                 0
##   German-Style Heller Bock/Maibock                                                     0
##   German-Style Leichtbier                                                              0
##   German-Style Leichtes Weizen / Weissbier                                             0
##   German-Style Märzen                                                                  0
##   German-Style Oktoberfest / Wiesen (Meadow)                                           0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                              0
##   German-Style Schwarzbier                                                             0
##   Gluten-Free Beer                                                                     0
##   Grodziskie                                                                           0
##   Herb and Spice Beer                                                                  0
##   Historical Beer                                                                      0
##   India Pale Ale                                                                       0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                        0
##   Kölsch                                                                               0
##   Lager                                                                                0
##   Leipzig-Style Gose                                                                   0
##   Mixed Culture Brett Beer                                                             0
##   Münchner (Munich)-Style Helles                                                       0
##   Old Ale                                                                              0
##   Other Belgian-Style Ales                                                             0
##   Pale Ale                                                                             0
##   Pale American-Belgo-Style Ale                                                        0
##   Pilsener                                                                             0
##   Porter                                                                               0
##   Pumpkin Beer                                                                         0
##   Red                                                                                  0
##   Saison                                                                               0
##   Scotch Ale                                                                           0
##   Scottish-Style Export Ale                                                            0
##   Scottish-Style Heavy Ale                                                             0
##   Scottish-Style Light Ale                                                             0
##   Session Beer                                                                         0
##   Sour                                                                                 0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                              0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                  0
##   South German-Style Kristall Weizen / Kristall Weissbier                              0
##   South German-Style Weizenbock / Weissbock                                            0
##   Specialty Beer                                                                       0
##   Stout                                                                                0
##   Strong Ale                                                                           0
##   Traditional German-Style Bock                                                        0
##   Tripel                                                                               0
##   Wheat                                                                                0
##   Wild Beer                                                                            0
##                                                           
##                                                            Pilsener Porter
##   Altbier                                                         5      0
##   Amber                                                           1      0
##   American-Style Malt Liquor                                      0      0
##   American-Style Märzen / Oktoberfest                             2      0
##   Bamberg-Style Bock Rauchbier                                    0      0
##   Bamberg-Style Märzen Rauchbier                                  0      0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)        0      0
##   Barley Wine                                                     0      0
##   Barrel-Aged                                                     0      0
##   Belgian-style Fruit Beer                                        0      0
##   Belgian-Style Fruit Lambic                                      0      0
##   Belgian-Style Lambic                                            0      0
##   Belgian-Style Quadrupel                                         0      0
##   Belgian-Style Table Beer                                        0      0
##   Bitter                                                         16      0
##   Black                                                           0      0
##   Blonde                                                          7      0
##   Braggot                                                         0      0
##   Brett Beer                                                      0      0
##   Brown                                                          11      0
##   California Common Beer                                          1      0
##   Chili Pepper Beer                                               3      0
##   Chocolate / Cocoa-Flavored Beer                                 1      0
##   Coffee-Flavored Beer                                            0      0
##   Contemporary Gose                                               0      0
##   Dark American-Belgo-Style Ale                                   0      0
##   Dortmunder / European-Style Export                              1      0
##   Double India Pale Ale                                           0      0
##   Dubbel                                                          0      0
##   Dutch-Style Kuit, Kuyt or Koyt                                  1      0
##   English-Style Dark Mild Ale                                     0      0
##   English-Style Pale Mild Ale                                     1      0
##   English-Style Summer Ale                                        0      0
##   European-Style Dark / Münchner Dunkel                           1      0
##   Field Beer                                                      1      0
##   Flavored Malt Beverage                                          0      0
##   French-Style Bière de Garde                                     0      0
##   Fresh "Wet" Hop Ale                                             1      0
##   Fruit Beer                                                      3      0
##   Fruit Cider                                                     0      0
##   German-Style Doppelbock                                         0      0
##   German-Style Eisbock                                            0      0
##   German-Style Heller Bock/Maibock                                1      0
##   German-Style Leichtbier                                         0      0
##   German-Style Leichtes Weizen / Weissbier                        0      0
##   German-Style Märzen                                             1      0
##   German-Style Oktoberfest / Wiesen (Meadow)                      1      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast         1      0
##   German-Style Schwarzbier                                        0      0
##   Gluten-Free Beer                                                0      0
##   Grodziskie                                                      0      0
##   Herb and Spice Beer                                             0      0
##   Historical Beer                                                 0      0
##   India Pale Ale                                                 17      0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                   0      0
##   Kölsch                                                          3      0
##   Lager                                                          14      0
##   Leipzig-Style Gose                                              0      0
##   Mixed Culture Brett Beer                                        0      0
##   Münchner (Munich)-Style Helles                                  2      0
##   Old Ale                                                         0      0
##   Other Belgian-Style Ales                                        1      0
##   Pale Ale                                                       43      0
##   Pale American-Belgo-Style Ale                                   1      0
##   Pilsener                                                       10      0
##   Porter                                                          5      0
##   Pumpkin Beer                                                    2      0
##   Red                                                            23      0
##   Saison                                                          7      0
##   Scotch Ale                                                      0      0
##   Scottish-Style Export Ale                                       0      0
##   Scottish-Style Heavy Ale                                        0      0
##   Scottish-Style Light Ale                                        0      0
##   Session Beer                                                    6      0
##   Sour                                                            0      0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier         0      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier             0      0
##   South German-Style Kristall Weizen / Kristall Weissbier         0      0
##   South German-Style Weizenbock / Weissbock                       0      0
##   Specialty Beer                                                  0      0
##   Stout                                                           0      0
##   Strong Ale                                                      0      0
##   Traditional German-Style Bock                                   0      0
##   Tripel                                                          0      0
##   Wheat                                                          10      0
##   Wild Beer                                                       0      0
##                                                           
##                                                            Pumpkin Beer
##   Altbier                                                             0
##   Amber                                                               0
##   American-Style Malt Liquor                                          0
##   American-Style Märzen / Oktoberfest                                 0
##   Bamberg-Style Bock Rauchbier                                        0
##   Bamberg-Style Märzen Rauchbier                                      0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)            0
##   Barley Wine                                                         0
##   Barrel-Aged                                                         0
##   Belgian-style Fruit Beer                                            0
##   Belgian-Style Fruit Lambic                                          0
##   Belgian-Style Lambic                                                0
##   Belgian-Style Quadrupel                                             0
##   Belgian-Style Table Beer                                            0
##   Bitter                                                              0
##   Black                                                               0
##   Blonde                                                              0
##   Braggot                                                             0
##   Brett Beer                                                          0
##   Brown                                                               0
##   California Common Beer                                              0
##   Chili Pepper Beer                                                   0
##   Chocolate / Cocoa-Flavored Beer                                     0
##   Coffee-Flavored Beer                                                0
##   Contemporary Gose                                                   0
##   Dark American-Belgo-Style Ale                                       0
##   Dortmunder / European-Style Export                                  0
##   Double India Pale Ale                                               0
##   Dubbel                                                              0
##   Dutch-Style Kuit, Kuyt or Koyt                                      0
##   English-Style Dark Mild Ale                                         0
##   English-Style Pale Mild Ale                                         0
##   English-Style Summer Ale                                            0
##   European-Style Dark / Münchner Dunkel                               0
##   Field Beer                                                          0
##   Flavored Malt Beverage                                              0
##   French-Style Bière de Garde                                         0
##   Fresh "Wet" Hop Ale                                                 0
##   Fruit Beer                                                          0
##   Fruit Cider                                                         0
##   German-Style Doppelbock                                             0
##   German-Style Eisbock                                                0
##   German-Style Heller Bock/Maibock                                    0
##   German-Style Leichtbier                                             0
##   German-Style Leichtes Weizen / Weissbier                            0
##   German-Style Märzen                                                 0
##   German-Style Oktoberfest / Wiesen (Meadow)                          0
##   German-Style Rye Ale (Roggenbier) with or without Yeast             0
##   German-Style Schwarzbier                                            0
##   Gluten-Free Beer                                                    0
##   Grodziskie                                                          0
##   Herb and Spice Beer                                                 0
##   Historical Beer                                                     0
##   India Pale Ale                                                      0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                       0
##   Kölsch                                                              0
##   Lager                                                               0
##   Leipzig-Style Gose                                                  0
##   Mixed Culture Brett Beer                                            0
##   Münchner (Munich)-Style Helles                                      0
##   Old Ale                                                             0
##   Other Belgian-Style Ales                                            0
##   Pale Ale                                                            0
##   Pale American-Belgo-Style Ale                                       0
##   Pilsener                                                            2
##   Porter                                                              0
##   Pumpkin Beer                                                        0
##   Red                                                                 0
##   Saison                                                              0
##   Scotch Ale                                                          0
##   Scottish-Style Export Ale                                           0
##   Scottish-Style Heavy Ale                                            0
##   Scottish-Style Light Ale                                            0
##   Session Beer                                                        0
##   Sour                                                                0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier             0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                 0
##   South German-Style Kristall Weizen / Kristall Weissbier             0
##   South German-Style Weizenbock / Weissbock                           0
##   Specialty Beer                                                      0
##   Stout                                                               0
##   Strong Ale                                                          0
##   Traditional German-Style Bock                                       0
##   Tripel                                                              0
##   Wheat                                                               0
##   Wild Beer                                                           0
##                                                           
##                                                            Red Saison
##   Altbier                                                    0      0
##   Amber                                                      0      0
##   American-Style Malt Liquor                                 0      0
##   American-Style Märzen / Oktoberfest                        0      0
##   Bamberg-Style Bock Rauchbier                               0      0
##   Bamberg-Style Märzen Rauchbier                             0      0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)   0      0
##   Barley Wine                                                0      0
##   Barrel-Aged                                                1      0
##   Belgian-style Fruit Beer                                   0      0
##   Belgian-Style Fruit Lambic                                 1      0
##   Belgian-Style Lambic                                       0      0
##   Belgian-Style Quadrupel                                    0      0
##   Belgian-Style Table Beer                                   0      0
##   Bitter                                                     0      0
##   Black                                                      0      0
##   Blonde                                                     0      0
##   Braggot                                                    0      0
##   Brett Beer                                                 1      0
##   Brown                                                      8      0
##   California Common Beer                                     1      0
##   Chili Pepper Beer                                          0      0
##   Chocolate / Cocoa-Flavored Beer                            1      0
##   Coffee-Flavored Beer                                       2      0
##   Contemporary Gose                                          0      0
##   Dark American-Belgo-Style Ale                              0      0
##   Dortmunder / European-Style Export                         0      0
##   Double India Pale Ale                                      0      0
##   Dubbel                                                     1      0
##   Dutch-Style Kuit, Kuyt or Koyt                             0      0
##   English-Style Dark Mild Ale                                2      0
##   English-Style Pale Mild Ale                                0      0
##   English-Style Summer Ale                                   0      0
##   European-Style Dark / Münchner Dunkel                      0      0
##   Field Beer                                                 0      0
##   Flavored Malt Beverage                                     0      0
##   French-Style Bière de Garde                                0      0
##   Fresh "Wet" Hop Ale                                        0      0
##   Fruit Beer                                                 0      0
##   Fruit Cider                                                0      0
##   German-Style Doppelbock                                    1      0
##   German-Style Eisbock                                       0      0
##   German-Style Heller Bock/Maibock                           0      0
##   German-Style Leichtbier                                    0      0
##   German-Style Leichtes Weizen / Weissbier                   0      0
##   German-Style Märzen                                        0      0
##   German-Style Oktoberfest / Wiesen (Meadow)                 0      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast    0      0
##   German-Style Schwarzbier                                   3      0
##   Gluten-Free Beer                                           0      0
##   Grodziskie                                                 0      0
##   Herb and Spice Beer                                        0      0
##   Historical Beer                                            0      0
##   India Pale Ale                                             0      0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale              0      0
##   Kölsch                                                     0      0
##   Lager                                                      1      0
##   Leipzig-Style Gose                                         0      0
##   Mixed Culture Brett Beer                                   0      0
##   Münchner (Munich)-Style Helles                             0      0
##   Old Ale                                                    0      0
##   Other Belgian-Style Ales                                   0      0
##   Pale Ale                                                   1      0
##   Pale American-Belgo-Style Ale                              0      0
##   Pilsener                                                   0      0
##   Porter                                                    18      0
##   Pumpkin Beer                                               2      0
##   Red                                                        3      0
##   Saison                                                     0      0
##   Scotch Ale                                                 1      0
##   Scottish-Style Export Ale                                  0      0
##   Scottish-Style Heavy Ale                                   1      0
##   Scottish-Style Light Ale                                   0      0
##   Session Beer                                               0      0
##   Sour                                                       1      0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier    0      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier        1      0
##   South German-Style Kristall Weizen / Kristall Weissbier    0      0
##   South German-Style Weizenbock / Weissbock                  0      0
##   Specialty Beer                                             0      0
##   Stout                                                      7      0
##   Strong Ale                                                 0      0
##   Traditional German-Style Bock                              0      0
##   Tripel                                                     0      0
##   Wheat                                                      1      0
##   Wild Beer                                                  0      0
##                                                           
##                                                            Scotch Ale
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    1
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          1
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            2
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                            10
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 1
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            5
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             1
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           1
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               1
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             5
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          3
##   Pale Ale                                                          1
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            2
##   Pumpkin Beer                                                      1
##   Red                                                               6
##   Saison                                                            0
##   Scotch Ale                                                        3
##   Scottish-Style Export Ale                                         1
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              1
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               2
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    2
##   Stout                                                             1
##   Strong Ale                                                        2
##   Traditional German-Style Bock                                     1
##   Tripel                                                            0
##   Wheat                                                             1
##   Wild Beer                                                         0
##                                                           
##                                                            Scottish-Style Export Ale
##   Altbier                                                                          0
##   Amber                                                                            0
##   American-Style Malt Liquor                                                       0
##   American-Style Märzen / Oktoberfest                                              0
##   Bamberg-Style Bock Rauchbier                                                     0
##   Bamberg-Style Märzen Rauchbier                                                   0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                         0
##   Barley Wine                                                                      0
##   Barrel-Aged                                                                      0
##   Belgian-style Fruit Beer                                                         0
##   Belgian-Style Fruit Lambic                                                       0
##   Belgian-Style Lambic                                                             0
##   Belgian-Style Quadrupel                                                          0
##   Belgian-Style Table Beer                                                         0
##   Bitter                                                                           0
##   Black                                                                            0
##   Blonde                                                                           0
##   Braggot                                                                          0
##   Brett Beer                                                                       0
##   Brown                                                                            0
##   California Common Beer                                                           0
##   Chili Pepper Beer                                                                0
##   Chocolate / Cocoa-Flavored Beer                                                  0
##   Coffee-Flavored Beer                                                             0
##   Contemporary Gose                                                                0
##   Dark American-Belgo-Style Ale                                                    0
##   Dortmunder / European-Style Export                                               0
##   Double India Pale Ale                                                            0
##   Dubbel                                                                           0
##   Dutch-Style Kuit, Kuyt or Koyt                                                   0
##   English-Style Dark Mild Ale                                                      0
##   English-Style Pale Mild Ale                                                      0
##   English-Style Summer Ale                                                         0
##   European-Style Dark / Münchner Dunkel                                            0
##   Field Beer                                                                       0
##   Flavored Malt Beverage                                                           0
##   French-Style Bière de Garde                                                      0
##   Fresh "Wet" Hop Ale                                                              0
##   Fruit Beer                                                                       0
##   Fruit Cider                                                                      0
##   German-Style Doppelbock                                                          0
##   German-Style Eisbock                                                             0
##   German-Style Heller Bock/Maibock                                                 0
##   German-Style Leichtbier                                                          0
##   German-Style Leichtes Weizen / Weissbier                                         0
##   German-Style Märzen                                                              0
##   German-Style Oktoberfest / Wiesen (Meadow)                                       0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                          0
##   German-Style Schwarzbier                                                         0
##   Gluten-Free Beer                                                                 0
##   Grodziskie                                                                       0
##   Herb and Spice Beer                                                              0
##   Historical Beer                                                                  0
##   India Pale Ale                                                                   0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                    0
##   Kölsch                                                                           0
##   Lager                                                                            0
##   Leipzig-Style Gose                                                               0
##   Mixed Culture Brett Beer                                                         0
##   Münchner (Munich)-Style Helles                                                   0
##   Old Ale                                                                          0
##   Other Belgian-Style Ales                                                         0
##   Pale Ale                                                                         0
##   Pale American-Belgo-Style Ale                                                    0
##   Pilsener                                                                         0
##   Porter                                                                           0
##   Pumpkin Beer                                                                     0
##   Red                                                                              0
##   Saison                                                                           3
##   Scotch Ale                                                                       0
##   Scottish-Style Export Ale                                                        0
##   Scottish-Style Heavy Ale                                                         0
##   Scottish-Style Light Ale                                                         0
##   Session Beer                                                                     0
##   Sour                                                                             0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                          0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                              0
##   South German-Style Kristall Weizen / Kristall Weissbier                          0
##   South German-Style Weizenbock / Weissbock                                        0
##   Specialty Beer                                                                   0
##   Stout                                                                            0
##   Strong Ale                                                                       0
##   Traditional German-Style Bock                                                    0
##   Tripel                                                                           0
##   Wheat                                                                            0
##   Wild Beer                                                                        0
##                                                           
##                                                            Scottish-Style Heavy Ale
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Scottish-Style Light Ale
##   Altbier                                                                         0
##   Amber                                                                           0
##   American-Style Malt Liquor                                                      0
##   American-Style Märzen / Oktoberfest                                             0
##   Bamberg-Style Bock Rauchbier                                                    0
##   Bamberg-Style Märzen Rauchbier                                                  0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                        0
##   Barley Wine                                                                     0
##   Barrel-Aged                                                                     0
##   Belgian-style Fruit Beer                                                        0
##   Belgian-Style Fruit Lambic                                                      0
##   Belgian-Style Lambic                                                            0
##   Belgian-Style Quadrupel                                                         0
##   Belgian-Style Table Beer                                                        0
##   Bitter                                                                          0
##   Black                                                                           0
##   Blonde                                                                          0
##   Braggot                                                                         0
##   Brett Beer                                                                      0
##   Brown                                                                           0
##   California Common Beer                                                          0
##   Chili Pepper Beer                                                               0
##   Chocolate / Cocoa-Flavored Beer                                                 0
##   Coffee-Flavored Beer                                                            0
##   Contemporary Gose                                                               0
##   Dark American-Belgo-Style Ale                                                   0
##   Dortmunder / European-Style Export                                              0
##   Double India Pale Ale                                                           0
##   Dubbel                                                                          0
##   Dutch-Style Kuit, Kuyt or Koyt                                                  0
##   English-Style Dark Mild Ale                                                     0
##   English-Style Pale Mild Ale                                                     0
##   English-Style Summer Ale                                                        0
##   European-Style Dark / Münchner Dunkel                                           0
##   Field Beer                                                                      0
##   Flavored Malt Beverage                                                          0
##   French-Style Bière de Garde                                                     0
##   Fresh "Wet" Hop Ale                                                             0
##   Fruit Beer                                                                      0
##   Fruit Cider                                                                     0
##   German-Style Doppelbock                                                         0
##   German-Style Eisbock                                                            0
##   German-Style Heller Bock/Maibock                                                0
##   German-Style Leichtbier                                                         0
##   German-Style Leichtes Weizen / Weissbier                                        0
##   German-Style Märzen                                                             0
##   German-Style Oktoberfest / Wiesen (Meadow)                                      0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                         0
##   German-Style Schwarzbier                                                        0
##   Gluten-Free Beer                                                                0
##   Grodziskie                                                                      0
##   Herb and Spice Beer                                                             0
##   Historical Beer                                                                 0
##   India Pale Ale                                                                  0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                   0
##   Kölsch                                                                          0
##   Lager                                                                           0
##   Leipzig-Style Gose                                                              0
##   Mixed Culture Brett Beer                                                        0
##   Münchner (Munich)-Style Helles                                                  0
##   Old Ale                                                                         0
##   Other Belgian-Style Ales                                                        0
##   Pale Ale                                                                        0
##   Pale American-Belgo-Style Ale                                                   0
##   Pilsener                                                                        0
##   Porter                                                                          0
##   Pumpkin Beer                                                                    0
##   Red                                                                             0
##   Saison                                                                          0
##   Scotch Ale                                                                      0
##   Scottish-Style Export Ale                                                       0
##   Scottish-Style Heavy Ale                                                        0
##   Scottish-Style Light Ale                                                        0
##   Session Beer                                                                    0
##   Sour                                                                            0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                         0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                             0
##   South German-Style Kristall Weizen / Kristall Weissbier                         0
##   South German-Style Weizenbock / Weissbock                                       0
##   Specialty Beer                                                                  0
##   Stout                                                                           0
##   Strong Ale                                                                      0
##   Traditional German-Style Bock                                                   0
##   Tripel                                                                          0
##   Wheat                                                                           0
##   Wild Beer                                                                       0
##                                                           
##                                                            Session Beer
##   Altbier                                                             0
##   Amber                                                               0
##   American-Style Malt Liquor                                          0
##   American-Style Märzen / Oktoberfest                                 0
##   Bamberg-Style Bock Rauchbier                                        0
##   Bamberg-Style Märzen Rauchbier                                      0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)            0
##   Barley Wine                                                         0
##   Barrel-Aged                                                         0
##   Belgian-style Fruit Beer                                            0
##   Belgian-Style Fruit Lambic                                          0
##   Belgian-Style Lambic                                                0
##   Belgian-Style Quadrupel                                             0
##   Belgian-Style Table Beer                                            0
##   Bitter                                                              0
##   Black                                                               0
##   Blonde                                                              0
##   Braggot                                                             0
##   Brett Beer                                                          0
##   Brown                                                               0
##   California Common Beer                                              0
##   Chili Pepper Beer                                                   0
##   Chocolate / Cocoa-Flavored Beer                                     0
##   Coffee-Flavored Beer                                                0
##   Contemporary Gose                                                   0
##   Dark American-Belgo-Style Ale                                       0
##   Dortmunder / European-Style Export                                  0
##   Double India Pale Ale                                               0
##   Dubbel                                                              0
##   Dutch-Style Kuit, Kuyt or Koyt                                      0
##   English-Style Dark Mild Ale                                         0
##   English-Style Pale Mild Ale                                         0
##   English-Style Summer Ale                                            0
##   European-Style Dark / Münchner Dunkel                               0
##   Field Beer                                                          0
##   Flavored Malt Beverage                                              0
##   French-Style Bière de Garde                                         0
##   Fresh "Wet" Hop Ale                                                 0
##   Fruit Beer                                                          0
##   Fruit Cider                                                         0
##   German-Style Doppelbock                                             0
##   German-Style Eisbock                                                0
##   German-Style Heller Bock/Maibock                                    0
##   German-Style Leichtbier                                             0
##   German-Style Leichtes Weizen / Weissbier                            0
##   German-Style Märzen                                                 0
##   German-Style Oktoberfest / Wiesen (Meadow)                          0
##   German-Style Rye Ale (Roggenbier) with or without Yeast             0
##   German-Style Schwarzbier                                            0
##   Gluten-Free Beer                                                    0
##   Grodziskie                                                          0
##   Herb and Spice Beer                                                 0
##   Historical Beer                                                     0
##   India Pale Ale                                                      0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                       0
##   Kölsch                                                              0
##   Lager                                                               0
##   Leipzig-Style Gose                                                  0
##   Mixed Culture Brett Beer                                            0
##   Münchner (Munich)-Style Helles                                      0
##   Old Ale                                                             0
##   Other Belgian-Style Ales                                            0
##   Pale Ale                                                            0
##   Pale American-Belgo-Style Ale                                       0
##   Pilsener                                                            0
##   Porter                                                              0
##   Pumpkin Beer                                                        0
##   Red                                                                 0
##   Saison                                                              0
##   Scotch Ale                                                          0
##   Scottish-Style Export Ale                                           0
##   Scottish-Style Heavy Ale                                            0
##   Scottish-Style Light Ale                                            0
##   Session Beer                                                        0
##   Sour                                                                0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier             0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                 0
##   South German-Style Kristall Weizen / Kristall Weissbier             0
##   South German-Style Weizenbock / Weissbock                           0
##   Specialty Beer                                                      0
##   Stout                                                               0
##   Strong Ale                                                          0
##   Traditional German-Style Bock                                       0
##   Tripel                                                              0
##   Wheat                                                               0
##   Wild Beer                                                           0
##                                                           
##                                                            Sour
##   Altbier                                                     0
##   Amber                                                       0
##   American-Style Malt Liquor                                  0
##   American-Style Märzen / Oktoberfest                         0
##   Bamberg-Style Bock Rauchbier                                0
##   Bamberg-Style Märzen Rauchbier                              0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)    0
##   Barley Wine                                                 0
##   Barrel-Aged                                                 0
##   Belgian-style Fruit Beer                                    0
##   Belgian-Style Fruit Lambic                                  0
##   Belgian-Style Lambic                                        0
##   Belgian-Style Quadrupel                                     0
##   Belgian-Style Table Beer                                    0
##   Bitter                                                      0
##   Black                                                       0
##   Blonde                                                      0
##   Braggot                                                     0
##   Brett Beer                                                  0
##   Brown                                                       0
##   California Common Beer                                      0
##   Chili Pepper Beer                                           0
##   Chocolate / Cocoa-Flavored Beer                             0
##   Coffee-Flavored Beer                                        0
##   Contemporary Gose                                           0
##   Dark American-Belgo-Style Ale                               0
##   Dortmunder / European-Style Export                          0
##   Double India Pale Ale                                       0
##   Dubbel                                                      0
##   Dutch-Style Kuit, Kuyt or Koyt                              0
##   English-Style Dark Mild Ale                                 0
##   English-Style Pale Mild Ale                                 0
##   English-Style Summer Ale                                    0
##   European-Style Dark / Münchner Dunkel                       0
##   Field Beer                                                  0
##   Flavored Malt Beverage                                      0
##   French-Style Bière de Garde                                 0
##   Fresh "Wet" Hop Ale                                         0
##   Fruit Beer                                                  0
##   Fruit Cider                                                 0
##   German-Style Doppelbock                                     0
##   German-Style Eisbock                                        0
##   German-Style Heller Bock/Maibock                            0
##   German-Style Leichtbier                                     0
##   German-Style Leichtes Weizen / Weissbier                    0
##   German-Style Märzen                                         0
##   German-Style Oktoberfest / Wiesen (Meadow)                  0
##   German-Style Rye Ale (Roggenbier) with or without Yeast     0
##   German-Style Schwarzbier                                    0
##   Gluten-Free Beer                                            0
##   Grodziskie                                                  0
##   Herb and Spice Beer                                         0
##   Historical Beer                                             0
##   India Pale Ale                                              0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale               0
##   Kölsch                                                      0
##   Lager                                                       0
##   Leipzig-Style Gose                                          0
##   Mixed Culture Brett Beer                                    0
##   Münchner (Munich)-Style Helles                              0
##   Old Ale                                                     0
##   Other Belgian-Style Ales                                    0
##   Pale Ale                                                    0
##   Pale American-Belgo-Style Ale                               0
##   Pilsener                                                    0
##   Porter                                                      0
##   Pumpkin Beer                                                0
##   Red                                                         0
##   Saison                                                      0
##   Scotch Ale                                                  0
##   Scottish-Style Export Ale                                   0
##   Scottish-Style Heavy Ale                                    0
##   Scottish-Style Light Ale                                    0
##   Session Beer                                                0
##   Sour                                                        0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier         0
##   South German-Style Kristall Weizen / Kristall Weissbier     0
##   South German-Style Weizenbock / Weissbock                   0
##   Specialty Beer                                              0
##   Stout                                                       0
##   Strong Ale                                                  0
##   Traditional German-Style Bock                               0
##   Tripel                                                      0
##   Wheat                                                       0
##   Wild Beer                                                   0
##                                                           
##                                                            South German-Style Bernsteinfarbenes Weizen / Weissbier
##   Altbier                                                                                                        0
##   Amber                                                                                                          0
##   American-Style Malt Liquor                                                                                     0
##   American-Style Märzen / Oktoberfest                                                                            0
##   Bamberg-Style Bock Rauchbier                                                                                   0
##   Bamberg-Style Märzen Rauchbier                                                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                                       0
##   Barley Wine                                                                                                    0
##   Barrel-Aged                                                                                                    0
##   Belgian-style Fruit Beer                                                                                       0
##   Belgian-Style Fruit Lambic                                                                                     0
##   Belgian-Style Lambic                                                                                           0
##   Belgian-Style Quadrupel                                                                                        0
##   Belgian-Style Table Beer                                                                                       0
##   Bitter                                                                                                         0
##   Black                                                                                                          0
##   Blonde                                                                                                         0
##   Braggot                                                                                                        0
##   Brett Beer                                                                                                     0
##   Brown                                                                                                          0
##   California Common Beer                                                                                         0
##   Chili Pepper Beer                                                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                                                0
##   Coffee-Flavored Beer                                                                                           0
##   Contemporary Gose                                                                                              0
##   Dark American-Belgo-Style Ale                                                                                  0
##   Dortmunder / European-Style Export                                                                             0
##   Double India Pale Ale                                                                                          0
##   Dubbel                                                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                                 0
##   English-Style Dark Mild Ale                                                                                    0
##   English-Style Pale Mild Ale                                                                                    0
##   English-Style Summer Ale                                                                                       0
##   European-Style Dark / Münchner Dunkel                                                                          0
##   Field Beer                                                                                                     0
##   Flavored Malt Beverage                                                                                         0
##   French-Style Bière de Garde                                                                                    0
##   Fresh "Wet" Hop Ale                                                                                            0
##   Fruit Beer                                                                                                     0
##   Fruit Cider                                                                                                    0
##   German-Style Doppelbock                                                                                        0
##   German-Style Eisbock                                                                                           0
##   German-Style Heller Bock/Maibock                                                                               0
##   German-Style Leichtbier                                                                                        0
##   German-Style Leichtes Weizen / Weissbier                                                                       0
##   German-Style Märzen                                                                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                                        0
##   German-Style Schwarzbier                                                                                       0
##   Gluten-Free Beer                                                                                               0
##   Grodziskie                                                                                                     0
##   Herb and Spice Beer                                                                                            0
##   Historical Beer                                                                                                0
##   India Pale Ale                                                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                                  0
##   Kölsch                                                                                                         0
##   Lager                                                                                                          0
##   Leipzig-Style Gose                                                                                             0
##   Mixed Culture Brett Beer                                                                                       0
##   Münchner (Munich)-Style Helles                                                                                 0
##   Old Ale                                                                                                        0
##   Other Belgian-Style Ales                                                                                       0
##   Pale Ale                                                                                                       0
##   Pale American-Belgo-Style Ale                                                                                  0
##   Pilsener                                                                                                       0
##   Porter                                                                                                         0
##   Pumpkin Beer                                                                                                   0
##   Red                                                                                                            0
##   Saison                                                                                                         0
##   Scotch Ale                                                                                                     0
##   Scottish-Style Export Ale                                                                                      0
##   Scottish-Style Heavy Ale                                                                                       0
##   Scottish-Style Light Ale                                                                                       0
##   Session Beer                                                                                                   0
##   Sour                                                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                                                        0
##   South German-Style Weizenbock / Weissbock                                                                      0
##   Specialty Beer                                                                                                 0
##   Stout                                                                                                          0
##   Strong Ale                                                                                                     0
##   Traditional German-Style Bock                                                                                  0
##   Tripel                                                                                                         0
##   Wheat                                                                                                          0
##   Wild Beer                                                                                                      0
##                                                           
##                                                            South German-Style Dunkel Weizen / Dunkel Weissbier
##   Altbier                                                                                                    0
##   Amber                                                                                                      0
##   American-Style Malt Liquor                                                                                 0
##   American-Style Märzen / Oktoberfest                                                                        0
##   Bamberg-Style Bock Rauchbier                                                                               0
##   Bamberg-Style Märzen Rauchbier                                                                             0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                                   0
##   Barley Wine                                                                                                0
##   Barrel-Aged                                                                                                0
##   Belgian-style Fruit Beer                                                                                   0
##   Belgian-Style Fruit Lambic                                                                                 0
##   Belgian-Style Lambic                                                                                       0
##   Belgian-Style Quadrupel                                                                                    0
##   Belgian-Style Table Beer                                                                                   0
##   Bitter                                                                                                     0
##   Black                                                                                                      0
##   Blonde                                                                                                     0
##   Braggot                                                                                                    0
##   Brett Beer                                                                                                 0
##   Brown                                                                                                      0
##   California Common Beer                                                                                     0
##   Chili Pepper Beer                                                                                          0
##   Chocolate / Cocoa-Flavored Beer                                                                            0
##   Coffee-Flavored Beer                                                                                       0
##   Contemporary Gose                                                                                          0
##   Dark American-Belgo-Style Ale                                                                              0
##   Dortmunder / European-Style Export                                                                         0
##   Double India Pale Ale                                                                                      0
##   Dubbel                                                                                                     0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                             0
##   English-Style Dark Mild Ale                                                                                0
##   English-Style Pale Mild Ale                                                                                0
##   English-Style Summer Ale                                                                                   0
##   European-Style Dark / Münchner Dunkel                                                                      0
##   Field Beer                                                                                                 0
##   Flavored Malt Beverage                                                                                     0
##   French-Style Bière de Garde                                                                                0
##   Fresh "Wet" Hop Ale                                                                                        0
##   Fruit Beer                                                                                                 0
##   Fruit Cider                                                                                                0
##   German-Style Doppelbock                                                                                    0
##   German-Style Eisbock                                                                                       0
##   German-Style Heller Bock/Maibock                                                                           0
##   German-Style Leichtbier                                                                                    0
##   German-Style Leichtes Weizen / Weissbier                                                                   0
##   German-Style Märzen                                                                                        0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                                 0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                                    0
##   German-Style Schwarzbier                                                                                   0
##   Gluten-Free Beer                                                                                           0
##   Grodziskie                                                                                                 0
##   Herb and Spice Beer                                                                                        0
##   Historical Beer                                                                                            0
##   India Pale Ale                                                                                             0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                              0
##   Kölsch                                                                                                     0
##   Lager                                                                                                      0
##   Leipzig-Style Gose                                                                                         0
##   Mixed Culture Brett Beer                                                                                   0
##   Münchner (Munich)-Style Helles                                                                             0
##   Old Ale                                                                                                    0
##   Other Belgian-Style Ales                                                                                   0
##   Pale Ale                                                                                                   0
##   Pale American-Belgo-Style Ale                                                                              0
##   Pilsener                                                                                                   0
##   Porter                                                                                                     0
##   Pumpkin Beer                                                                                               0
##   Red                                                                                                        0
##   Saison                                                                                                     0
##   Scotch Ale                                                                                                 0
##   Scottish-Style Export Ale                                                                                  0
##   Scottish-Style Heavy Ale                                                                                   0
##   Scottish-Style Light Ale                                                                                   0
##   Session Beer                                                                                               0
##   Sour                                                                                                       0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                                    0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                        0
##   South German-Style Kristall Weizen / Kristall Weissbier                                                    0
##   South German-Style Weizenbock / Weissbock                                                                  0
##   Specialty Beer                                                                                             0
##   Stout                                                                                                      0
##   Strong Ale                                                                                                 0
##   Traditional German-Style Bock                                                                              0
##   Tripel                                                                                                     0
##   Wheat                                                                                                      0
##   Wild Beer                                                                                                  0
##                                                           
##                                                            South German-Style Kristall Weizen / Kristall Weissbier
##   Altbier                                                                                                        0
##   Amber                                                                                                          0
##   American-Style Malt Liquor                                                                                     0
##   American-Style Märzen / Oktoberfest                                                                            0
##   Bamberg-Style Bock Rauchbier                                                                                   0
##   Bamberg-Style Märzen Rauchbier                                                                                 0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                                       0
##   Barley Wine                                                                                                    0
##   Barrel-Aged                                                                                                    0
##   Belgian-style Fruit Beer                                                                                       0
##   Belgian-Style Fruit Lambic                                                                                     0
##   Belgian-Style Lambic                                                                                           0
##   Belgian-Style Quadrupel                                                                                        0
##   Belgian-Style Table Beer                                                                                       0
##   Bitter                                                                                                         0
##   Black                                                                                                          0
##   Blonde                                                                                                         0
##   Braggot                                                                                                        0
##   Brett Beer                                                                                                     0
##   Brown                                                                                                          0
##   California Common Beer                                                                                         0
##   Chili Pepper Beer                                                                                              0
##   Chocolate / Cocoa-Flavored Beer                                                                                0
##   Coffee-Flavored Beer                                                                                           0
##   Contemporary Gose                                                                                              0
##   Dark American-Belgo-Style Ale                                                                                  0
##   Dortmunder / European-Style Export                                                                             0
##   Double India Pale Ale                                                                                          0
##   Dubbel                                                                                                         0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                                 0
##   English-Style Dark Mild Ale                                                                                    0
##   English-Style Pale Mild Ale                                                                                    0
##   English-Style Summer Ale                                                                                       0
##   European-Style Dark / Münchner Dunkel                                                                          0
##   Field Beer                                                                                                     0
##   Flavored Malt Beverage                                                                                         0
##   French-Style Bière de Garde                                                                                    0
##   Fresh "Wet" Hop Ale                                                                                            0
##   Fruit Beer                                                                                                     0
##   Fruit Cider                                                                                                    0
##   German-Style Doppelbock                                                                                        0
##   German-Style Eisbock                                                                                           0
##   German-Style Heller Bock/Maibock                                                                               0
##   German-Style Leichtbier                                                                                        0
##   German-Style Leichtes Weizen / Weissbier                                                                       0
##   German-Style Märzen                                                                                            0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                                     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                                        0
##   German-Style Schwarzbier                                                                                       0
##   Gluten-Free Beer                                                                                               0
##   Grodziskie                                                                                                     0
##   Herb and Spice Beer                                                                                            0
##   Historical Beer                                                                                                0
##   India Pale Ale                                                                                                 0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                                  0
##   Kölsch                                                                                                         0
##   Lager                                                                                                          0
##   Leipzig-Style Gose                                                                                             0
##   Mixed Culture Brett Beer                                                                                       0
##   Münchner (Munich)-Style Helles                                                                                 0
##   Old Ale                                                                                                        0
##   Other Belgian-Style Ales                                                                                       0
##   Pale Ale                                                                                                       0
##   Pale American-Belgo-Style Ale                                                                                  0
##   Pilsener                                                                                                       0
##   Porter                                                                                                         0
##   Pumpkin Beer                                                                                                   0
##   Red                                                                                                            0
##   Saison                                                                                                         0
##   Scotch Ale                                                                                                     0
##   Scottish-Style Export Ale                                                                                      0
##   Scottish-Style Heavy Ale                                                                                       0
##   Scottish-Style Light Ale                                                                                       0
##   Session Beer                                                                                                   0
##   Sour                                                                                                           0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                                        0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                                            0
##   South German-Style Kristall Weizen / Kristall Weissbier                                                        0
##   South German-Style Weizenbock / Weissbock                                                                      0
##   Specialty Beer                                                                                                 0
##   Stout                                                                                                          0
##   Strong Ale                                                                                                     0
##   Traditional German-Style Bock                                                                                  0
##   Tripel                                                                                                         0
##   Wheat                                                                                                          0
##   Wild Beer                                                                                                      0
##                                                           
##                                                            South German-Style Weizenbock / Weissbock
##   Altbier                                                                                          0
##   Amber                                                                                            0
##   American-Style Malt Liquor                                                                       0
##   American-Style Märzen / Oktoberfest                                                              0
##   Bamberg-Style Bock Rauchbier                                                                     0
##   Bamberg-Style Märzen Rauchbier                                                                   0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                                         0
##   Barley Wine                                                                                      0
##   Barrel-Aged                                                                                      0
##   Belgian-style Fruit Beer                                                                         0
##   Belgian-Style Fruit Lambic                                                                       0
##   Belgian-Style Lambic                                                                             0
##   Belgian-Style Quadrupel                                                                          0
##   Belgian-Style Table Beer                                                                         0
##   Bitter                                                                                           0
##   Black                                                                                            0
##   Blonde                                                                                           0
##   Braggot                                                                                          0
##   Brett Beer                                                                                       0
##   Brown                                                                                            0
##   California Common Beer                                                                           0
##   Chili Pepper Beer                                                                                0
##   Chocolate / Cocoa-Flavored Beer                                                                  0
##   Coffee-Flavored Beer                                                                             0
##   Contemporary Gose                                                                                0
##   Dark American-Belgo-Style Ale                                                                    0
##   Dortmunder / European-Style Export                                                               0
##   Double India Pale Ale                                                                            0
##   Dubbel                                                                                           0
##   Dutch-Style Kuit, Kuyt or Koyt                                                                   0
##   English-Style Dark Mild Ale                                                                      0
##   English-Style Pale Mild Ale                                                                      0
##   English-Style Summer Ale                                                                         0
##   European-Style Dark / Münchner Dunkel                                                            0
##   Field Beer                                                                                       0
##   Flavored Malt Beverage                                                                           0
##   French-Style Bière de Garde                                                                      0
##   Fresh "Wet" Hop Ale                                                                              0
##   Fruit Beer                                                                                       0
##   Fruit Cider                                                                                      0
##   German-Style Doppelbock                                                                          0
##   German-Style Eisbock                                                                             0
##   German-Style Heller Bock/Maibock                                                                 0
##   German-Style Leichtbier                                                                          0
##   German-Style Leichtes Weizen / Weissbier                                                         0
##   German-Style Märzen                                                                              0
##   German-Style Oktoberfest / Wiesen (Meadow)                                                       0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                                          0
##   German-Style Schwarzbier                                                                         0
##   Gluten-Free Beer                                                                                 0
##   Grodziskie                                                                                       0
##   Herb and Spice Beer                                                                              0
##   Historical Beer                                                                                  0
##   India Pale Ale                                                                                   0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                                    0
##   Kölsch                                                                                           0
##   Lager                                                                                            0
##   Leipzig-Style Gose                                                                               0
##   Mixed Culture Brett Beer                                                                         0
##   Münchner (Munich)-Style Helles                                                                   0
##   Old Ale                                                                                          0
##   Other Belgian-Style Ales                                                                         0
##   Pale Ale                                                                                         0
##   Pale American-Belgo-Style Ale                                                                    0
##   Pilsener                                                                                         0
##   Porter                                                                                           0
##   Pumpkin Beer                                                                                     0
##   Red                                                                                              0
##   Saison                                                                                           0
##   Scotch Ale                                                                                       0
##   Scottish-Style Export Ale                                                                        0
##   Scottish-Style Heavy Ale                                                                         0
##   Scottish-Style Light Ale                                                                         0
##   Session Beer                                                                                     0
##   Sour                                                                                             0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                                          0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                              0
##   South German-Style Kristall Weizen / Kristall Weissbier                                          0
##   South German-Style Weizenbock / Weissbock                                                        0
##   Specialty Beer                                                                                   0
##   Stout                                                                                            0
##   Strong Ale                                                                                       0
##   Traditional German-Style Bock                                                                    0
##   Tripel                                                                                           0
##   Wheat                                                                                            0
##   Wild Beer                                                                                        0
##                                                           
##                                                            Specialty Beer
##   Altbier                                                               0
##   Amber                                                                 0
##   American-Style Malt Liquor                                            0
##   American-Style Märzen / Oktoberfest                                   0
##   Bamberg-Style Bock Rauchbier                                          0
##   Bamberg-Style Märzen Rauchbier                                        0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)              0
##   Barley Wine                                                           0
##   Barrel-Aged                                                           0
##   Belgian-style Fruit Beer                                              0
##   Belgian-Style Fruit Lambic                                            0
##   Belgian-Style Lambic                                                  0
##   Belgian-Style Quadrupel                                               0
##   Belgian-Style Table Beer                                              0
##   Bitter                                                                0
##   Black                                                                 0
##   Blonde                                                                0
##   Braggot                                                               0
##   Brett Beer                                                            0
##   Brown                                                                 0
##   California Common Beer                                                0
##   Chili Pepper Beer                                                     0
##   Chocolate / Cocoa-Flavored Beer                                       0
##   Coffee-Flavored Beer                                                  0
##   Contemporary Gose                                                     0
##   Dark American-Belgo-Style Ale                                         0
##   Dortmunder / European-Style Export                                    0
##   Double India Pale Ale                                                 0
##   Dubbel                                                                0
##   Dutch-Style Kuit, Kuyt or Koyt                                        0
##   English-Style Dark Mild Ale                                           0
##   English-Style Pale Mild Ale                                           0
##   English-Style Summer Ale                                              0
##   European-Style Dark / Münchner Dunkel                                 0
##   Field Beer                                                            0
##   Flavored Malt Beverage                                                0
##   French-Style Bière de Garde                                           0
##   Fresh "Wet" Hop Ale                                                   0
##   Fruit Beer                                                            0
##   Fruit Cider                                                           0
##   German-Style Doppelbock                                               0
##   German-Style Eisbock                                                  0
##   German-Style Heller Bock/Maibock                                      0
##   German-Style Leichtbier                                               0
##   German-Style Leichtes Weizen / Weissbier                              0
##   German-Style Märzen                                                   0
##   German-Style Oktoberfest / Wiesen (Meadow)                            0
##   German-Style Rye Ale (Roggenbier) with or without Yeast               0
##   German-Style Schwarzbier                                              0
##   Gluten-Free Beer                                                      0
##   Grodziskie                                                            0
##   Herb and Spice Beer                                                   0
##   Historical Beer                                                       0
##   India Pale Ale                                                        0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                         0
##   Kölsch                                                                0
##   Lager                                                                 0
##   Leipzig-Style Gose                                                    0
##   Mixed Culture Brett Beer                                              0
##   Münchner (Munich)-Style Helles                                        0
##   Old Ale                                                               0
##   Other Belgian-Style Ales                                              0
##   Pale Ale                                                              0
##   Pale American-Belgo-Style Ale                                         0
##   Pilsener                                                              0
##   Porter                                                                0
##   Pumpkin Beer                                                          0
##   Red                                                                   0
##   Saison                                                                0
##   Scotch Ale                                                            0
##   Scottish-Style Export Ale                                             0
##   Scottish-Style Heavy Ale                                              0
##   Scottish-Style Light Ale                                              0
##   Session Beer                                                          0
##   Sour                                                                  0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier               0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                   0
##   South German-Style Kristall Weizen / Kristall Weissbier               0
##   South German-Style Weizenbock / Weissbock                             0
##   Specialty Beer                                                        0
##   Stout                                                                 0
##   Strong Ale                                                            0
##   Traditional German-Style Bock                                         0
##   Tripel                                                                0
##   Wheat                                                                 0
##   Wild Beer                                                             0
##                                                           
##                                                            Stout
##   Altbier                                                      0
##   Amber                                                        0
##   American-Style Malt Liquor                                   0
##   American-Style Märzen / Oktoberfest                          0
##   Bamberg-Style Bock Rauchbier                                 0
##   Bamberg-Style Märzen Rauchbier                               0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)     0
##   Barley Wine                                                  0
##   Barrel-Aged                                                  0
##   Belgian-style Fruit Beer                                     0
##   Belgian-Style Fruit Lambic                                   0
##   Belgian-Style Lambic                                         0
##   Belgian-Style Quadrupel                                      0
##   Belgian-Style Table Beer                                     0
##   Bitter                                                       0
##   Black                                                        0
##   Blonde                                                       0
##   Braggot                                                      0
##   Brett Beer                                                   0
##   Brown                                                        0
##   California Common Beer                                       0
##   Chili Pepper Beer                                            0
##   Chocolate / Cocoa-Flavored Beer                              0
##   Coffee-Flavored Beer                                         0
##   Contemporary Gose                                            0
##   Dark American-Belgo-Style Ale                                0
##   Dortmunder / European-Style Export                           0
##   Double India Pale Ale                                        0
##   Dubbel                                                       0
##   Dutch-Style Kuit, Kuyt or Koyt                               0
##   English-Style Dark Mild Ale                                  0
##   English-Style Pale Mild Ale                                  0
##   English-Style Summer Ale                                     0
##   European-Style Dark / Münchner Dunkel                        0
##   Field Beer                                                   0
##   Flavored Malt Beverage                                       0
##   French-Style Bière de Garde                                  0
##   Fresh "Wet" Hop Ale                                          0
##   Fruit Beer                                                   0
##   Fruit Cider                                                  0
##   German-Style Doppelbock                                      0
##   German-Style Eisbock                                         0
##   German-Style Heller Bock/Maibock                             0
##   German-Style Leichtbier                                      0
##   German-Style Leichtes Weizen / Weissbier                     0
##   German-Style Märzen                                          0
##   German-Style Oktoberfest / Wiesen (Meadow)                   0
##   German-Style Rye Ale (Roggenbier) with or without Yeast      0
##   German-Style Schwarzbier                                     0
##   Gluten-Free Beer                                             0
##   Grodziskie                                                   0
##   Herb and Spice Beer                                          0
##   Historical Beer                                              0
##   India Pale Ale                                               0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                0
##   Kölsch                                                       0
##   Lager                                                        0
##   Leipzig-Style Gose                                           0
##   Mixed Culture Brett Beer                                     0
##   Münchner (Munich)-Style Helles                               0
##   Old Ale                                                      0
##   Other Belgian-Style Ales                                     0
##   Pale Ale                                                     0
##   Pale American-Belgo-Style Ale                                0
##   Pilsener                                                     0
##   Porter                                                       0
##   Pumpkin Beer                                                 0
##   Red                                                          0
##   Saison                                                       0
##   Scotch Ale                                                   0
##   Scottish-Style Export Ale                                    0
##   Scottish-Style Heavy Ale                                     0
##   Scottish-Style Light Ale                                     0
##   Session Beer                                                 0
##   Sour                                                         0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier      0
##   South German-Style Dunkel Weizen / Dunkel Weissbier          0
##   South German-Style Kristall Weizen / Kristall Weissbier      0
##   South German-Style Weizenbock / Weissbock                    0
##   Specialty Beer                                               0
##   Stout                                                        0
##   Strong Ale                                                   0
##   Traditional German-Style Bock                                0
##   Tripel                                                       0
##   Wheat                                                        0
##   Wild Beer                                                    0
##                                                           
##                                                            Strong Ale
##   Altbier                                                           0
##   Amber                                                             0
##   American-Style Malt Liquor                                        0
##   American-Style Märzen / Oktoberfest                               0
##   Bamberg-Style Bock Rauchbier                                      0
##   Bamberg-Style Märzen Rauchbier                                    0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)          0
##   Barley Wine                                                       0
##   Barrel-Aged                                                       0
##   Belgian-style Fruit Beer                                          0
##   Belgian-Style Fruit Lambic                                        0
##   Belgian-Style Lambic                                              0
##   Belgian-Style Quadrupel                                           0
##   Belgian-Style Table Beer                                          0
##   Bitter                                                            0
##   Black                                                             0
##   Blonde                                                            0
##   Braggot                                                           0
##   Brett Beer                                                        0
##   Brown                                                             0
##   California Common Beer                                            0
##   Chili Pepper Beer                                                 0
##   Chocolate / Cocoa-Flavored Beer                                   0
##   Coffee-Flavored Beer                                              0
##   Contemporary Gose                                                 0
##   Dark American-Belgo-Style Ale                                     0
##   Dortmunder / European-Style Export                                0
##   Double India Pale Ale                                             0
##   Dubbel                                                            0
##   Dutch-Style Kuit, Kuyt or Koyt                                    0
##   English-Style Dark Mild Ale                                       0
##   English-Style Pale Mild Ale                                       0
##   English-Style Summer Ale                                          0
##   European-Style Dark / Münchner Dunkel                             0
##   Field Beer                                                        0
##   Flavored Malt Beverage                                            0
##   French-Style Bière de Garde                                       0
##   Fresh "Wet" Hop Ale                                               0
##   Fruit Beer                                                        0
##   Fruit Cider                                                       0
##   German-Style Doppelbock                                           0
##   German-Style Eisbock                                              0
##   German-Style Heller Bock/Maibock                                  0
##   German-Style Leichtbier                                           0
##   German-Style Leichtes Weizen / Weissbier                          0
##   German-Style Märzen                                               0
##   German-Style Oktoberfest / Wiesen (Meadow)                        0
##   German-Style Rye Ale (Roggenbier) with or without Yeast           0
##   German-Style Schwarzbier                                          0
##   Gluten-Free Beer                                                  0
##   Grodziskie                                                        0
##   Herb and Spice Beer                                               0
##   Historical Beer                                                   0
##   India Pale Ale                                                    0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                     0
##   Kölsch                                                            0
##   Lager                                                             0
##   Leipzig-Style Gose                                                0
##   Mixed Culture Brett Beer                                          0
##   Münchner (Munich)-Style Helles                                    0
##   Old Ale                                                           0
##   Other Belgian-Style Ales                                          0
##   Pale Ale                                                          0
##   Pale American-Belgo-Style Ale                                     0
##   Pilsener                                                          0
##   Porter                                                            0
##   Pumpkin Beer                                                      0
##   Red                                                               0
##   Saison                                                            0
##   Scotch Ale                                                        0
##   Scottish-Style Export Ale                                         0
##   Scottish-Style Heavy Ale                                          0
##   Scottish-Style Light Ale                                          0
##   Session Beer                                                      0
##   Sour                                                              0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier           0
##   South German-Style Dunkel Weizen / Dunkel Weissbier               0
##   South German-Style Kristall Weizen / Kristall Weissbier           0
##   South German-Style Weizenbock / Weissbock                         0
##   Specialty Beer                                                    0
##   Stout                                                             0
##   Strong Ale                                                        0
##   Traditional German-Style Bock                                     0
##   Tripel                                                            0
##   Wheat                                                             0
##   Wild Beer                                                         0
##                                                           
##                                                            Traditional German-Style Bock
##   Altbier                                                                              0
##   Amber                                                                                0
##   American-Style Malt Liquor                                                           0
##   American-Style Märzen / Oktoberfest                                                  0
##   Bamberg-Style Bock Rauchbier                                                         0
##   Bamberg-Style Märzen Rauchbier                                                       0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)                             0
##   Barley Wine                                                                          2
##   Barrel-Aged                                                                          2
##   Belgian-style Fruit Beer                                                             0
##   Belgian-Style Fruit Lambic                                                           0
##   Belgian-Style Lambic                                                                 0
##   Belgian-Style Quadrupel                                                              1
##   Belgian-Style Table Beer                                                             0
##   Bitter                                                                               0
##   Black                                                                                1
##   Blonde                                                                               0
##   Braggot                                                                              1
##   Brett Beer                                                                           0
##   Brown                                                                                3
##   California Common Beer                                                               0
##   Chili Pepper Beer                                                                    0
##   Chocolate / Cocoa-Flavored Beer                                                      0
##   Coffee-Flavored Beer                                                                 1
##   Contemporary Gose                                                                    0
##   Dark American-Belgo-Style Ale                                                        0
##   Dortmunder / European-Style Export                                                   0
##   Double India Pale Ale                                                                0
##   Dubbel                                                                               1
##   Dutch-Style Kuit, Kuyt or Koyt                                                       0
##   English-Style Dark Mild Ale                                                          0
##   English-Style Pale Mild Ale                                                          0
##   English-Style Summer Ale                                                             0
##   European-Style Dark / Münchner Dunkel                                                0
##   Field Beer                                                                           0
##   Flavored Malt Beverage                                                               0
##   French-Style Bière de Garde                                                          0
##   Fresh "Wet" Hop Ale                                                                  0
##   Fruit Beer                                                                           0
##   Fruit Cider                                                                          0
##   German-Style Doppelbock                                                              1
##   German-Style Eisbock                                                                 0
##   German-Style Heller Bock/Maibock                                                     0
##   German-Style Leichtbier                                                              0
##   German-Style Leichtes Weizen / Weissbier                                             0
##   German-Style Märzen                                                                  0
##   German-Style Oktoberfest / Wiesen (Meadow)                                           0
##   German-Style Rye Ale (Roggenbier) with or without Yeast                              0
##   German-Style Schwarzbier                                                             0
##   Gluten-Free Beer                                                                     0
##   Grodziskie                                                                           0
##   Herb and Spice Beer                                                                  0
##   Historical Beer                                                                      0
##   India Pale Ale                                                                       0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                                        0
##   Kölsch                                                                               0
##   Lager                                                                                1
##   Leipzig-Style Gose                                                                   0
##   Mixed Culture Brett Beer                                                             0
##   Münchner (Munich)-Style Helles                                                       0
##   Old Ale                                                                              1
##   Other Belgian-Style Ales                                                             1
##   Pale Ale                                                                             1
##   Pale American-Belgo-Style Ale                                                        0
##   Pilsener                                                                             0
##   Porter                                                                              14
##   Pumpkin Beer                                                                         2
##   Red                                                                                  2
##   Saison                                                                               1
##   Scotch Ale                                                                           3
##   Scottish-Style Export Ale                                                            0
##   Scottish-Style Heavy Ale                                                             2
##   Scottish-Style Light Ale                                                             0
##   Session Beer                                                                         0
##   Sour                                                                                 0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier                              0
##   South German-Style Dunkel Weizen / Dunkel Weissbier                                  0
##   South German-Style Kristall Weizen / Kristall Weissbier                              0
##   South German-Style Weizenbock / Weissbock                                            0
##   Specialty Beer                                                                       0
##   Stout                                                                               20
##   Strong Ale                                                                           4
##   Traditional German-Style Bock                                                        0
##   Tripel                                                                               0
##   Wheat                                                                                0
##   Wild Beer                                                                            0
##                                                           
##                                                            Tripel Wheat
##   Altbier                                                       0     0
##   Amber                                                         0     0
##   American-Style Malt Liquor                                    0     0
##   American-Style Märzen / Oktoberfest                           0     0
##   Bamberg-Style Bock Rauchbier                                  0     0
##   Bamberg-Style Märzen Rauchbier                                0     0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)      0     0
##   Barley Wine                                                   0     0
##   Barrel-Aged                                                   0     0
##   Belgian-style Fruit Beer                                      0     0
##   Belgian-Style Fruit Lambic                                    0     0
##   Belgian-Style Lambic                                          0     0
##   Belgian-Style Quadrupel                                       0     0
##   Belgian-Style Table Beer                                      0     0
##   Bitter                                                        0     0
##   Black                                                         0     0
##   Blonde                                                        0     0
##   Braggot                                                       0     0
##   Brett Beer                                                    0     0
##   Brown                                                         0     0
##   California Common Beer                                        0     0
##   Chili Pepper Beer                                             0     0
##   Chocolate / Cocoa-Flavored Beer                               0     0
##   Coffee-Flavored Beer                                          0     0
##   Contemporary Gose                                             0     0
##   Dark American-Belgo-Style Ale                                 0     0
##   Dortmunder / European-Style Export                            0     0
##   Double India Pale Ale                                         0     0
##   Dubbel                                                        0     0
##   Dutch-Style Kuit, Kuyt or Koyt                                0     0
##   English-Style Dark Mild Ale                                   0     0
##   English-Style Pale Mild Ale                                   0     0
##   English-Style Summer Ale                                      0     0
##   European-Style Dark / Münchner Dunkel                         0     0
##   Field Beer                                                    0     0
##   Flavored Malt Beverage                                        0     0
##   French-Style Bière de Garde                                   0     0
##   Fresh "Wet" Hop Ale                                           0     0
##   Fruit Beer                                                    0     0
##   Fruit Cider                                                   0     0
##   German-Style Doppelbock                                       0     0
##   German-Style Eisbock                                          0     0
##   German-Style Heller Bock/Maibock                              0     0
##   German-Style Leichtbier                                       0     0
##   German-Style Leichtes Weizen / Weissbier                      0     0
##   German-Style Märzen                                           0     0
##   German-Style Oktoberfest / Wiesen (Meadow)                    0     0
##   German-Style Rye Ale (Roggenbier) with or without Yeast       0     0
##   German-Style Schwarzbier                                      0     0
##   Gluten-Free Beer                                              0     0
##   Grodziskie                                                    0     0
##   Herb and Spice Beer                                           0     0
##   Historical Beer                                               0     0
##   India Pale Ale                                                0     0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                 0     0
##   Kölsch                                                        0     0
##   Lager                                                         0     0
##   Leipzig-Style Gose                                            0     0
##   Mixed Culture Brett Beer                                      0     0
##   Münchner (Munich)-Style Helles                                0     0
##   Old Ale                                                       0     0
##   Other Belgian-Style Ales                                      0     0
##   Pale Ale                                                      0     0
##   Pale American-Belgo-Style Ale                                 0     0
##   Pilsener                                                      0     0
##   Porter                                                        0     0
##   Pumpkin Beer                                                  0     0
##   Red                                                           0     0
##   Saison                                                        0     0
##   Scotch Ale                                                    0     0
##   Scottish-Style Export Ale                                     0     0
##   Scottish-Style Heavy Ale                                      0     0
##   Scottish-Style Light Ale                                      0     0
##   Session Beer                                                  0     0
##   Sour                                                          0     0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier       0     0
##   South German-Style Dunkel Weizen / Dunkel Weissbier           0     0
##   South German-Style Kristall Weizen / Kristall Weissbier       0     0
##   South German-Style Weizenbock / Weissbock                     0     0
##   Specialty Beer                                                0     0
##   Stout                                                         0     0
##   Strong Ale                                                    0     0
##   Traditional German-Style Bock                                 0     0
##   Tripel                                                        0     0
##   Wheat                                                         0     0
##   Wild Beer                                                     0     0
##                                                           
##                                                            Wild Beer
##   Altbier                                                          0
##   Amber                                                            0
##   American-Style Malt Liquor                                       0
##   American-Style Märzen / Oktoberfest                              0
##   Bamberg-Style Bock Rauchbier                                     0
##   Bamberg-Style Märzen Rauchbier                                   0
##   Bamberg-Style Weiss (Smoke) Rauchbier (Dunkel or Helles)         0
##   Barley Wine                                                      0
##   Barrel-Aged                                                      0
##   Belgian-style Fruit Beer                                         0
##   Belgian-Style Fruit Lambic                                       0
##   Belgian-Style Lambic                                             0
##   Belgian-Style Quadrupel                                          0
##   Belgian-Style Table Beer                                         0
##   Bitter                                                           0
##   Black                                                            0
##   Blonde                                                           0
##   Braggot                                                          0
##   Brett Beer                                                       0
##   Brown                                                            0
##   California Common Beer                                           0
##   Chili Pepper Beer                                                0
##   Chocolate / Cocoa-Flavored Beer                                  0
##   Coffee-Flavored Beer                                             0
##   Contemporary Gose                                                0
##   Dark American-Belgo-Style Ale                                    0
##   Dortmunder / European-Style Export                               0
##   Double India Pale Ale                                            0
##   Dubbel                                                           0
##   Dutch-Style Kuit, Kuyt or Koyt                                   0
##   English-Style Dark Mild Ale                                      0
##   English-Style Pale Mild Ale                                      0
##   English-Style Summer Ale                                         0
##   European-Style Dark / Münchner Dunkel                            0
##   Field Beer                                                       0
##   Flavored Malt Beverage                                           0
##   French-Style Bière de Garde                                      0
##   Fresh "Wet" Hop Ale                                              0
##   Fruit Beer                                                       0
##   Fruit Cider                                                      0
##   German-Style Doppelbock                                          0
##   German-Style Eisbock                                             0
##   German-Style Heller Bock/Maibock                                 0
##   German-Style Leichtbier                                          0
##   German-Style Leichtes Weizen / Weissbier                         0
##   German-Style Märzen                                              0
##   German-Style Oktoberfest / Wiesen (Meadow)                       0
##   German-Style Rye Ale (Roggenbier) with or without Yeast          0
##   German-Style Schwarzbier                                         0
##   Gluten-Free Beer                                                 0
##   Grodziskie                                                       0
##   Herb and Spice Beer                                              0
##   Historical Beer                                                  0
##   India Pale Ale                                                   0
##   Kellerbier (Cellar beer) or Zwickelbier - Ale                    0
##   Kölsch                                                           0
##   Lager                                                            0
##   Leipzig-Style Gose                                               0
##   Mixed Culture Brett Beer                                         0
##   Münchner (Munich)-Style Helles                                   0
##   Old Ale                                                          0
##   Other Belgian-Style Ales                                         0
##   Pale Ale                                                         0
##   Pale American-Belgo-Style Ale                                    0
##   Pilsener                                                         0
##   Porter                                                           0
##   Pumpkin Beer                                                     0
##   Red                                                              0
##   Saison                                                           0
##   Scotch Ale                                                       0
##   Scottish-Style Export Ale                                        0
##   Scottish-Style Heavy Ale                                         0
##   Scottish-Style Light Ale                                         0
##   Session Beer                                                     0
##   Sour                                                             0
##   South German-Style Bernsteinfarbenes Weizen / Weissbier          0
##   South German-Style Dunkel Weizen / Dunkel Weissbier              0
##   South German-Style Kristall Weizen / Kristall Weissbier          0
##   South German-Style Weizenbock / Weissbock                        0
##   Specialty Beer                                                   0
##   Stout                                                            0
##   Strong Ale                                                       0
##   Traditional German-Style Bock                                    0
##   Tripel                                                           1
##   Wheat                                                            0
##   Wild Beer                                                        0

Variable importance * Interestingly, ABV, IBU, and SRM are all much more important in the random forest than total_hops and total_malt

importance(bi_rf)[1:10]
##               total_hops               total_malt                      abv 
##                9.7372337                9.8806359               96.8501725 
##                      ibu                      srm                  admiral 
##              157.1416687               93.6315854                0.0000000 
## ageddebitteredhopslambic                  ahtanum                  alchemy 
##                0.2755000                0.3768692                0.5827744 
##                 amarillo 
##                3.0307594

How does a CSRF (case-specific random forest) fare?

bi_csrf <- csrf(style_collapsed ~ ., training_data = bi_train, test_data = bi_test,
                params1 = list(num.trees = 5, mtry = 4),
                params2 = list(num.trees = 2))

csrf_acc <- postResample(bi_csrf, bi_test$style_collapsed)

csrf_acc
##   Accuracy      Kappa 
## 0.05602241 0.03645847

Final Thoughts

Style first, forgiveness later?

  • One reason seems that beers are generally brewed with style in mind first (“let’s make a pale ale”) rather than deciding the beer’s style after determining its characteristics and idiosyncrasies
    • Even if the beer turns out more like a sour, and in a blind taste test might be classified as a sour more often than a pale ale, it still gets the label pale ale
    • This makes the style definitions broader and harder to predict

Future Directions

  • Incorporate flavor profiles for beers sourced/scraped from somewhere
  • Implement a GAN to come up with beer names
  • More on the hops deep dive: which hops are used most often in which styles?